%PDF-1.4 % 44 0 obj <> endobj 51 0 obj <> endobj 52 0 obj <>stream /P <>BDC q 1 i 0 783 603 -783 re 301.5 391.56 m W n .059998 783 603 -783 re W n /GS2 gs BT /F2 1 Tf 7 0 0 7 490.9714 23.0228 Tm 0 0 0 1 k 0 Tc 0 Tw [(ISA)5.4(CA )]TJ ET EMC /P <>BDC BT 7 0 0 7 512.4123 23.0228 Tm [(JOURN)-8.8(AL)]TJ ET EMC /P <>BDC /GS3 gs BT 7 0 0 7 543.321 23.0228 Tm .73 .19 0 0 k [( V)6.4(OL 4)]TJ ET EMC /P <>BDC BT 7 0 0 7 587.3827 23.0228 Tm (1)Tj ET EMC /P <>BDC /GS2 gs BT 9 0 0 9 35.9338 611.5177 Tm 0 0 0 1 k -.005 Tc [(C-le)6.4(v)6.4(el ex)9.8(ecutiv)6.4(es, security pr)9.8(of)11.7(essionals, I)14.2(T)]TJ ET EMC /P <>BDC BT 9 0 0 9 208.4507 611.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 599.5177 Tm -.005 Tc (technicians and audit managers face constant)Tj ET EMC /P <>BDC BT 9 0 0 9 218.8501 599.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 587.5177 Tm -.005 Tc [(pr)9.3(essur)9.3(e t)9.8(o)0( assess, assimilate and go)7.3(v)6.4(ern emer)9.3(ging)]TJ ET EMC /P <>BDC BT 9 0 0 9 240.7727 587.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 575.5177 Tm -.005 Tc [(technology)52.3(, including ar)-24.4(ticial intelligence \(AI\). )]TJ ET EMC /P <>BDC BT 9 0 0 9 35.9338 551.5177 Tm [(F)10.3(or enterprises t)9.8(o)0( adopt AI and mak)9.8(e the most of it,)]TJ ET EMC /P <>BDC BT 9 0 0 9 238.5248 551.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 539.5177 Tm -.005 Tc [(the)6.4(y should understand what AI is t)9.8(oda)7.3(y)52.3(,)0( what it can)]TJ ET EMC /P <>BDC BT 9 0 0 9 240.1948 539.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 527.5177 Tm -.005 Tc [(become and how it ma)7.3(y be useful t)9.8(o)0( the enterprise,)]TJ ET EMC /P <>BDC BT 9 0 0 9 236.9933 527.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 515.5177 Tm -.005 Tc [(now and in the futur)9.3(e. Cor)9.3(e AI technologies)]TJ ET EMC /P <>BDC BT 9 0 0 9 205.7687 515.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 503.5177 Tm -.005 Tc [(continue t)9.8(o)0( e)6.4(v)7.3(olv)6.4(e in a v)6.4(e)0(r)-8.8(y)0( dynamic and uid)]TJ ET EMC /P <>BDC BT 9 0 0 9 214.4854 503.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 491.5177 Tm -.005 Tc [(mark)9.8(etplace. Se)6.4(v)6.4(e)0(r)19.5(al low-cost \(or e)6.4(v)6.4(en fr)9.3(ee\))]TJ ET EMC /P <>BDC BT 9 0 0 9 208.8922 491.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 479.5177 Tm -.005 Tc [(educational options ar)9.3(e a)7.3(v)7.3(ailable, all fr)9.8(om r)9.3(eputable)]TJ ET EMC /P <>BDC BT 9 0 0 9 239.2973 479.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 467.5177 Tm -.005 Tc [(sour)9.3(ces, t)9.8(o)0( help enterprises learn mor)9.3(e about AI.)]TJ ET EMC /P <>BDC BT 9 0 0 9 226.944 467.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 455.5177 Tm -.005 Tc (Building on that understanding, enterprises can)Tj ET EMC /P <>BDC BT 9 0 0 9 221.6858 455.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 443.5177 Tm -.005 Tc (dispel common misconceptions about AI, learn how)Tj ET EMC /P <>BDC BT 9 0 0 9 240.4539 443.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 431.5177 Tm -.005 Tc [(t)9.8(o)0( go)7.3(v)6.4(ern it eff)11.7(ectiv)6.4(ely and fully exploit the)]TJ ET EMC /P <>BDC BT 9 0 0 9 201.8282 431.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 419.5177 Tm -.005 Tc [(technology t)9.8(o)0( achie)6.4(v)6.4(e)0( stak)9.8(eholder goals. )]TJ ET EMC /P <>BDC BT 9 0 0 9 35.9338 395.5177 Tm [(AI is a collection of cognitiv)6.4(e ser)-8.8(vices including)]TJ ET EMC /P <>BDC BT 9 0 0 9 222.2057 395.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 383.5177 Tm -.005 Tc [(natur)19.5(al language pr)9.8(ocessing \(NLP\), machine)]TJ ET EMC /P <>BDC BT 9 0 0 9 210.8146 383.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 371.5177 Tm -.005 Tc (learning \(ML\), and computer vision and indexing,)Tj ET EMC /P <>BDC BT 9 0 0 9 227.1296 371.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 359.5177 Tm -.005 Tc [(among others, that ma)7.3(y help t)9.8(o)0( achie)6.4(v)6.4(e)0( specic)]TJ ET EMC /P <>BDC BT 9 0 0 9 223.8711 359.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 347.5177 Tm -.005 Tc (business goals. In the popular imagination, AI tends)Tj ET EMC /P <>BDC BT 9 0 0 9 239.4697 347.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 335.5177 Tm -.005 Tc [(t)9.8(o)0( be r)9.3(egar)9.3(ded as a vir)-24.4(tual intelligence that speaks)]TJ ET EMC /P <>BDC BT 9 0 0 9 233.959 335.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 323.5176 Tm -.005 Tc [(t)9.8(o)0( end usersthink of Amaz)7.8(on Alexa or Micr)9.8(osoft)]TJ ET EMC /P <>BDC BT 9 0 0 9 231.3407 323.5176 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 311.5176 Tm -.005 Tc [(Cor)-24.4(tana. While these two examples r)9.3(eect specic)]TJ ET EMC /P <>BDC BT 9 0 0 9 235.4133 311.5176 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 299.5176 Tm -.005 Tc [(use cases for AIwith v)6.4(e)0(r)-8.8(y)0( br)9.8(oad penetr)19.5(ation int)9.8(o)]TJ ET EMC /P <>BDC BT 9 0 0 9 231.0222 299.5176 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 287.5176 Tm -.005 Tc [(the consumer mobile mark)9.8(etthe)6.4(y r)9.3(epr)9.3(esent only)]TJ ET EMC /P <>BDC BT 9 0 0 9 231.2583 287.5176 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 275.5176 Tm -.005 Tc [(one small por)-24.4(tion of the whole AI mark)9.8(et. )]TJ ET EMC /P <>BDC /GS3 gs BT /F4 1 Tf 11 0 0 11 35.9338 249.5177 Tm .72 .13 .67 .01 k [(AI Mark)9.8(et Siz)7.8(e and Div)6.4(ersity )]TJ ET EMC /P <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 35.9338 231.5177 Tm 0 0 0 1 k [(Sizing up the AI mark)9.8(et can be quite dicult, giv)6.4(en)]TJ ET EMC /P <>BDC BT 9 0 0 9 234.0128 231.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 219.5177 Tm -.005 Tc [(the sheer number of mark)9.8(et segments, the v)7.3(ariety)]TJ ET EMC /P <>BDC BT 9 0 0 9 231.6384 219.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 207.5177 Tm -.005 Tc [(of par)-24.4(ticipating industries and the div)6.4(ersity of)]TJ ET EMC /P <>BDC BT 9 0 0 9 214.3767 207.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 195.5177 Tm -.005 Tc [(r)9.3(elated business applications. )19.5(T)48.4(o)0( complicate)]TJ ET EMC /P <>BDC BT 9 0 0 9 211.8671 195.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 183.5177 Tm -.005 Tc [(matters fur)-24.4(ther)60.1(, or)9.3(ganizations that pr)9.8(o)7.3(vide mark)9.8(et)]TJ ET EMC /P <>BDC BT 9 0 0 9 231.843 183.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 171.5177 Tm -.005 Tc [(analysis in the AI space use diff)11.7(er)9.3(ent)]TJ ET EMC /P <>BDC BT 9 0 0 9 180.6327 171.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 159.5177 Tm -.005 Tc [(methodologies t)9.8(o)0( calculate curr)9.3(ent and pr)9.8(ojected)]TJ ET EMC /P <>BDC BT 9 0 0 9 229.8455 159.5177 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 35.9338 147.5177 Tm -.005 Tc [(mark)9.8(et siz)7.8(e. 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316.6174 587.5182 Tm -.005 Tc [( )19.5(The diff)11.7(er)9.3(ence in curr)9.3(ent and)]TJ ET EMC /P <>BDC BT 9 0 0 9 432.1143 587.5182 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 254.4339 575.5182 Tm -.005 Tc [(pr)9.8(ojected mark)9.8(et v)7.3(aluation suggests tr)9.3(emendous)]TJ ET EMC /P <>BDC BT 9 0 0 9 448.084 575.5182 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 254.4339 563.5182 Tm -.005 Tc [(gr)9.8(owth in AI technology and r)9.3(elated applications)]TJ ET EMC /P <>BDC BT 9 0 0 9 444.3728 563.5182 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 254.4339 551.5182 Tm -.005 Tc [(o)7.3(v)6.4(er a v)6.4(e)0(r)-8.8(y)0( shor)-24.4(t period of time.)]TJ ET EMC /P <>BDC BT 5.4 0 0 5.4 379.446 554.2181 Tm 0 Tc (2)Tj ET EMC /P <>BDC BT 9 0 0 9 382.4333 551.5182 Tm -.005 Tc ( As a consequence,)Tj ET EMC /P <>BDC BT 9 0 0 9 458.9893 551.5182 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 254.4339 539.5182 Tm -.005 Tc [(job oppor)-24.4(tunities in AI could expand exponentially in)]TJ ET EMC /P <>BDC BT 9 0 0 9 459.8452 539.5182 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 254.4339 527.5182 Tm -.005 Tc (the next decade. )Tj ET EMC /P <>BDC /GS3 gs BT /F4 1 Tf 11 0 0 11 254.4339 501.5182 Tm .72 .13 .67 .01 k (AI Industries and Adoption )Tj ET EMC /P <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 254.4339 483.5182 Tm 0 0 0 1 k [(T)48.4(echnology or)9.3(ganizations such as Google,)]TJ ET EMC /P <>BDC BT 9 0 0 9 421.0198 483.5182 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 254.4339 471.5182 Tm -.005 Tc [(Micr)9.8(osoft and IBM ha)7.3(v)6.4(e)0( enter)9.3(ed the AI space. )19.5(Ther)9.3(e)]TJ ET EMC /P <>BDC BT 9 0 0 9 458.7057 471.5182 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 254.4339 459.5182 Tm -.005 Tc [(is extensiv)6.4(e adoption of AI, not only in the telecom)]TJ ET EMC /P <>BDC BT 9 0 0 9 452.2744 459.5182 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 254.4339 447.5182 Tm -.005 Tc [(and aut)9.8(omotiv)6.4(e industries, but also in pr)9.8(of)11.7(essional)]TJ ET EMC /P <>BDC BT 9 0 0 9 453.1984 447.5182 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 254.4339 435.5182 Tm -.005 Tc [(ser)-8.8(vices, r)9.3(etail, ener)9.3(gy and natur)19.5(al gas.)]TJ ET EMC /P <>BDC BT 5.4 0 0 5.4 406.7673 438.2181 Tm 0 Tc (3)Tj ET EMC /P <>BDC BT 9 0 0 9 409.7546 435.5182 Tm -.005 Tc ( AI assists)Tj ET EMC /P <>BDC BT 9 0 0 9 450.6166 435.5182 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 254.4339 423.5182 Tm -.005 Tc [(these or)9.3(ganizations with mark)9.8(eting and sales,)]TJ ET EMC /P <>BDC BT 9 0 0 9 434.9189 423.5182 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 254.4339 411.5182 Tm -.005 Tc [(pr)9.8(oduct and ser)-8.8(vice de)6.4(v)6.4(elopment, and risk and)]TJ ET EMC /P <>BDC BT 9 0 0 9 437.9556 411.5182 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 254.4339 399.5182 Tm -.005 Tc (supply chain management, among other disciplines.)Tj ET EMC /P <>BDC BT 9 0 0 9 459.7482 399.5182 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 254.4339 387.5182 Tm -.005 Tc [(Machine learning and pr)9.8(obabilistic r)9.3(easoning)]TJ ET EMC /P <>BDC BT 9 0 0 9 431.4263 387.5182 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 254.4339 375.5182 Tm -.005 Tc [(r)9.3(epr)9.3(esent a majority of published r)9.3(esear)9.3(ch \(56)]TJ ET EMC /P <>BDC BT 9 0 0 9 435.9199 375.5182 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 254.4339 363.5182 Tm -.005 Tc [(per)9.3(cent as of 2017\), followed b)5.4(y)0( neur)19.5(al networks)]TJ ET EMC /P <>BDC BT 9 0 0 9 446.0251 363.5182 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 254.4339 351.5182 Tm -.005 Tc (and computer vision. )Tj ET EMC /P <>BDC /GS3 gs BT /F5 1 Tf 30 0 0 30 35.9338 654.894 Tm .73 .19 0 0 k -.02 Tc [(Pr)9.3(eparing for the AI Re)6.4(v)7.3(olution)]TJ ET EMC /Artifact <>BDC .72 .13 .67 .01 k 253.309 67.5 349.499 123.194 re f EMC /P <>BDC BT /F4 1 Tf 11 0 0 11 265.6891 174.325 Tm 0 0 0 0 k [(Adam K)13.2(ohnk)9.8(e,)]TJ ET EMC /P <>BDC BT /F2 1 Tf 11 0 0 11 334.5819 174.325 Tm ( CISA, CISSP )Tj ET EMC /P <>BDC BT 9 0 0 9 265.6891 163.525 Tm [(Is curr)9.3(ently ser)-8.8(ving as the senior I)14.2(T)19.5( audit)9.8(or for )19.5(T)48.4(otal Administr)19.5(ativ)6.4(e Ser)-8.8(vices)]TJ ET EMC /P <>BDC BT 9 0 0 9 552.3735 163.525 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 265.6891 152.7249 Tm -.02 Tc [(Corp. 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As an I)14.2(T)19.6( audit)9.8(or)60.1(, K)13.2(ohnk)9.8(e has per)-7.3(formed)]TJ ET EMC /P <>BDC BT 9 0 0 9 528.9568 131.1249 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 265.6891 120.325 Tm -.02 Tc [(continuous contr)9.8(ol testing engagements against the US National Institute of)]TJ ET EMC /P <>BDC BT 9 0 0 9 555.1191 120.325 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 265.6891 109.525 Tm -.02 Tc [(Standar)9.3(ds and )19.5(T)48.4(echnology Special Publication \(SP\) 800-53 r)9.3(e)6.4(v)52.3(.)0( 4 standar)9.3(ds,)]TJ ET EMC /P <>BDC BT 9 0 0 9 553.9019 109.525 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 265.6891 98.7249 Tm -.02 Tc [(per)-7.3(formed annual SOC 1 )19.5(T)35.2(ype 2 and SOC 2 )19.5(T)35.2(ype 2 engagements, audited)]TJ ET EMC /P <>BDC BT 9 0 0 9 543.3931 98.7249 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 265.6891 87.925 Tm -.02 Tc [(Amaz)7.8(on W)15.2(eb Ser)-8.8(vices \(A)33.7(WS\) deplo)7.3(yments, and been inv)7.3(olv)6.4(ed with v)7.3(arious)]TJ ET EMC /P <>BDC BT 9 0 0 9 549.8885 87.925 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 265.6891 77.1249 Tm -.02 Tc [(other technological or oper)19.5(ational-based audit engagements.)]TJ ET EMC /Figure <>BDC Q q 1 i 253.305 342.884 349.503 -141.884 re 498.1 77.125 m W* n 0 783 603 -783 re 301.5 391.56 m W n .059998 783 603 -783 re W n /GS3 gs q 350.88 0 0 -143.22 252.63 343.599 cm /Im2 Do Q EMC /P <>BDC Q q 1 i 0 783 603 -783 re 301.5 391.56 m W n .059998 783 603 -783 re W n /GS2 gs BT /F2 1 Tf 7 0 0 7 36 22.1458 Tm 0 0 0 1 k 0 Tc 0 Tw [( 2019 ISA)5.4(CA. All rights r)9.3(eser)-8.8(v)6.4(ed. )]TJ ET EMC /P <>BDC BT /F3 1 Tf 7 0 0 7 143.4848 22.1458 Tm [(www)60.6(.isaca.or)9.3(g)]TJ ET EMC /Artifact <>BDC 0 0 0 1 K 0 J 0 j .75 w 10 M [] 0 d q 1 0 0 1 572.622 31.289 cm 0 0 m 0 -39.376 l S Q EMC /Artifact <>BDC 0 0 0 0 k /GS3 gs 513.45 686.104 53.716 54.884 re f EMC /Figure <>BDC Q /GS3 gs BT /F6 1 Tf 9 0 0 9 513.4501 715.5768 Tm .72549 .12941 .67059 .007843 k .0249 Tc 0 Tw (FEATURE)Tj ET q 1 i 513.575 740.988 53.591 -54.759 re W n q 1 0 0 1 567.166 740.988 cm 0 0 m 0 -54.884 l -9.375 -54.884 l -9.375 -9.945 l -49.977 -9.945 l -49.977 0 l 0 0 l f Q EMC Q endstream endobj 53 0 obj <>/XObject<>/ExtGState<>>> endobj 84 0 obj <> endobj 89 0 obj <> endobj 94 0 obj <> endobj 107 0 obj <> endobj 108 0 obj <> endobj 109 0 obj <>stream /P <>BDC q 1 i 0 783 603 -783 re 301.5 391.56 m W n .059998 783 603 -783 re W n /GS2 gs BT /F2 1 Tf 7 0 0 7 414.6031 23.0228 Tm 0 0 0 1 k 0 Tc 0 Tw [( 2019 ISA)5.4(CA. All rights r)9.3(eser)-8.8(v)6.4(ed. )]TJ ET EMC /P <>BDC BT /F3 1 Tf 7 0 0 7 522.0879 23.0228 Tm [(www)60.6(.isaca.or)9.3(g)]TJ ET EMC /P <>BDC BT /F2 1 Tf 9 0 0 9 143 436.234 Tm -.005 Tc [(Ther)9.3(e is hea)7.3(vy inv)6.4(estment and de)6.4(v)6.4(elopment b)5.4(y)]TJ ET EMC /P <>BDC BT 9 0 0 9 327.5555 436.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 424.234 Tm -.005 Tc [(go)7.3(v)6.4(ernments; for example, since 2007, the Chinese)]TJ ET EMC /P <>BDC BT 9 0 0 9 343.6079 424.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 412.234 Tm -.005 Tc [(go)7.3(v)6.4(ernment has incr)9.3(eased AI inv)6.4(estment b)5.4(y)0( 400)]TJ ET EMC /P <>BDC BT 9 0 0 9 332.6697 412.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 400.234 Tm -.005 Tc [(per)9.3(cent \(while o)7.3(v)6.4(er the same period, or)9.3(ganizations)]TJ ET EMC /P <>BDC BT 9 0 0 9 341.6865 400.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 388.234 Tm -.005 Tc [(based in China incr)9.3(eased inv)6.4(estment only b)5.4(y)0( 73)]TJ ET EMC /P <>BDC BT 9 0 0 9 330.2077 388.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 376.234 Tm -.005 Tc [(per)9.3(cent\). US congr)9.3(essional tr)19.5(anscripts mentioned)]TJ ET EMC /P <>BDC BT 9 0 0 9 338.3925 376.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 364.234 Tm -.005 Tc [(AI and ML f)11.7(ewer than 25 times between 1995 and)]TJ ET EMC /P <>BDC BT 9 0 0 9 338.7638 364.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 352.234 Tm -.005 Tc [(2016. )19.5(Then, in 2017for the rst timethe terms)]TJ ET EMC /P <>BDC BT 9 0 0 9 335.4405 352.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 340.234 Tm -.005 Tc [(occurr)9.3(ed mor)9.3(e than 25 times. Finally)52.3(, in 2018, the)]TJ ET EMC /P <>BDC BT 9 0 0 9 336.0878 340.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 328.234 Tm -.005 Tc [(terms ex)9.8(ceeded 75 documented instances.)]TJ ET EMC /P <>BDC BT 5.4 0 0 5.4 313.2212 330.9339 Tm 0 Tc (4)Tj ET EMC /P <>BDC BT 9 0 0 9 316.2086 328.234 Tm -.005 Tc ( Based)Tj ET EMC /P <>BDC BT 9 0 0 9 343.1496 328.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 316.234 Tm -.005 Tc [(upon pr)9.3(e)6.4(vious tr)9.3(ends, go)7.3(v)6.4(ernments worldwide will)]TJ ET EMC /P <>BDC BT 9 0 0 9 339.9174 316.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 304.234 Tm -.005 Tc [(lik)9.8(ely continue t)9.8(o)0( expand AI inv)6.4(estment,)]TJ ET EMC /P <>BDC BT 9 0 0 9 298.67 304.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 292.234 Tm -.005 Tc [(inv)6.4(estigation and discussion. )]TJ ET EMC /P <>BDC /GS3 gs BT /F4 1 Tf 11 0 0 11 143 266.234 Tm .72 .13 .67 .01 k [(W)15.2(orking in AI )]TJ ET EMC /P <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 143 248.234 Tm 0 0 0 1 k [(AI jobs gener)19.5(ally fall within computer and)]TJ ET EMC /P <>BDC BT 9 0 0 9 305.5277 248.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 236.234 Tm -.005 Tc [(information r)9.3(esear)9.3(ch scientist, softwar)9.3(e)]TJ ET EMC /P <>BDC BT 9 0 0 9 299.9752 236.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 224.234 Tm -.005 Tc [(pr)9.8(ogr)19.5(ammer)60.1(, and softwar)9.3(e de)6.4(v)6.4(eloper skill sets, and)]TJ ET EMC /P <>BDC BT 9 0 0 9 343.5366 224.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 212.234 Tm -.005 Tc [(enterprises should focus on building out, cultiv)7.3(ating)]TJ ET EMC /P <>BDC BT 9 0 0 9 346.1833 212.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 200.234 Tm -.005 Tc [(and hiring for these r)9.8(oles internally t)9.8(o)0( meet futur)9.3(e AI)]TJ ET EMC /P <>BDC BT 9 0 0 9 347.7368 200.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 188.234 Tm -.005 Tc [(mark)9.8(et demand. In the United States alone,)]TJ ET EMC /P <>BDC BT 9 0 0 9 312.6117 188.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 176.234 Tm -.005 Tc [(computer and information r)9.3(esear)9.3(ch scientist r)9.8(oles)]TJ ET EMC /P <>BDC BT 9 0 0 9 340.1494 176.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 164.234 Tm -.005 Tc [(ar)9.3(e expected t)9.8(o)0( gr)9.8(ow 19 per)9.3(cent between 2016 t)9.8(o)]TJ ET EMC /P <>BDC BT 9 0 0 9 338.2574 164.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 152.234 Tm -.005 Tc [(2026which far surpasses a)7.3(v)6.4(er)19.5(age o)7.3(v)6.4(er)19.5(all job)]TJ ET EMC /P <>BDC BT 9 0 0 9 325.4066 152.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 140.234 Tm -.005 Tc [(gr)9.8(owthwhile softwar)9.3(e de)6.4(v)6.4(eloper r)9.8(oles ar)9.3(e)]TJ ET EMC /P <>BDC BT 9 0 0 9 312.3227 140.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 128.234 Tm -.005 Tc [(pr)9.8(ojected t)9.8(o)0( gr)9.8(ow at an e)6.4(v)6.4(en mor)9.3(e aggr)9.3(essiv)6.4(e 24)]TJ ET EMC /P <>BDC BT 9 0 0 9 334.7111 128.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 116.234 Tm -.005 Tc [(per)9.3(cent o)7.3(v)6.4(er the same time fr)19.5(ame.)]TJ ET EMC /P <>BDC BT 5.4 0 0 5.4 278.5547 118.934 Tm 0 Tc (5)Tj ET EMC /P <>BDC BT 9 0 0 9 281.542 116.234 Tm -.005 Tc ( Based on these)Tj ET EMC /P <>BDC BT 9 0 0 9 344.7065 116.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 104.234 Tm -.005 Tc [(pr)9.8(ojections, oppor)-24.4(tunity for adv)7.3(ancement will)]TJ ET EMC /P <>BDC BT 9 0 0 9 320.9496 104.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 92.234 Tm -.005 Tc [(expand tr)9.3(emendously for individuals who hold these)]TJ ET EMC /P <>BDC BT 9 0 0 9 348.1683 92.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 80.234 Tm -.005 Tc [(jobs pr)9.3(esently)52.3(. F)10.3(or those not y)6.4(et in the r)9.8(olesbut)]TJ ET EMC /P <>BDC BT 9 0 0 9 333.9037 80.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 68.234 Tm -.005 Tc [(inter)9.3(ested in joining the eldeducation will be)]TJ ET EMC /P <>BDC BT 9 0 0 9 327.4722 68.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 143 56.234 Tm -.005 Tc [(critical. New job seek)9.8(ers and incumbents alik)9.8(e)]TJ ET EMC /P <>BDC BT 9 0 0 9 325.422 56.234 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 660.3877 Tm -.005 Tc [(r)9.3(equir)9.3(e appr)9.8(opriate knowledge and skills not only t)9.8(o)]TJ ET EMC /P <>BDC BT 9 0 0 9 564.6096 660.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 648.3877 Tm -.005 Tc [(help enterprises assess and implement AI t)9.8(oda)7.3(y)52.3(,)]TJ ET EMC /P <>BDC BT 9 0 0 9 552.0905 648.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 636.3877 Tm -.005 Tc [(but also t)9.8(o)0( build and update skills o)7.3(v)6.4(er time so that)]TJ ET EMC /P <>BDC BT 9 0 0 9 562.1301 636.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 624.3877 Tm -.005 Tc [(enterprises can continuously monit)9.8(or)60.1(, assess and)]TJ ET EMC /P <>BDC BT 9 0 0 9 556.4971 624.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 612.3877 Tm -.005 Tc [(\(r)9.3(e\)align business str)19.5(ategy)52.3(, go)7.3(v)6.4(ernance o)7.4(v)6.4(er AI and)]TJ ET EMC /P <>BDC BT 9 0 0 9 562.2728 612.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 600.3877 Tm -.005 Tc [(emer)9.3(ging technology)52.3(. )]TJ ET EMC /P <>BDC /GS3 gs BT /F4 1 Tf 11 0 0 11 361.5 574.3877 Tm .72 .13 .67 .01 k (Learning AI )Tj ET EMC /P <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 361.5 556.3877 Tm 0 0 0 1 k [(T)48.4(oda)7.3(y it is easier than e)6.4(v)6.4(er befor)9.3(e for enterprises t)9.8(o)]TJ ET EMC /P <>BDC BT 9 0 0 9 564.0979 556.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 544.3877 Tm -.005 Tc [(pr)9.8(o)7.3(vide their workfor)9.3(ce with skills necessar)-8.8(y t)9.8(o)]TJ ET EMC /P <>BDC BT 9 0 0 9 546.2621 544.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 532.3877 Tm -.005 Tc [(become AI exper)-24.4(ts. F)10.3(or example, the following)]TJ ET EMC /P <>BDC BT 9 0 0 9 543.967 532.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 520.3877 Tm -.005 Tc [(online sour)9.3(ces off)11.7(er tr)19.5(aining and cr)9.3(edentials for AI)]TJ ET EMC /P <>BDC BT 9 0 0 9 558.5715 520.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 508.3877 Tm -.005 Tc [(skills in demand t)9.8(oda)7.3(y: )]TJ ET EMC /LBody <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 372.5 490.3877 Tm .04 1 .83 0 k (edX)Tj ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 388.0184 490.3877 Tm 0 0 0 1 k [(F)10.3(ounded b)5.4(y)0( Har)-8.8(v)7.3(a)0(r)9.3(d)0( Univ)6.4(ersity \(Cambridge,)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 565.6326 490.3877 Tm 0 Tc ( )Tj ET EMC /Lbl <>BDC /GS3 gs BT /F7 1 Tf 12 0 0 12 361.5 490.3877 Tm .04 1 .83 0 k ()Tj ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 372.5 478.3877 Tm 0 0 0 1 k -.005 Tc (Massachusetts, USA\) and the Massachusetts)Tj ET EMC /LBody <>BDC BT 9 0 0 9 552.0884 478.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 466.3877 Tm -.005 Tc [(Institute of )19.5(T)48.4(echnology \(USA\) in 2012, edX is a)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 554.7628 466.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 454.3877 Tm -.005 Tc [(massiv)6.4(e online learning platform that pr)9.8(o)7.4(vides a)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 562.2764 454.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 442.3877 Tm -.005 Tc [(v)7.3(ariety of substantiv)6.4(e classes in AImostly fr)9.3(ee)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 560.2813 442.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 430.3877 Tm -.005 Tc [(or at v)6.4(e)0(r)-8.8(y)0( low-cost.)]TJ ET EMC /LBody <>BDC BT 5.4 0 0 5.4 447.1072 433.0877 Tm 0 Tc (6)Tj ET EMC /LBody <>BDC BT 9 0 0 9 450.0945 430.3877 Tm -.005 Tc [( E)9.3(dX also off)11.7(ers courses in a)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 562.437 430.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 418.3877 Tm -.005 Tc [(Micr)9.8(oMasters pr)9.8(ogr)19.5(am, whose cr)9.3(edits tr)19.5(ansf)11.7(er t)9.8(o)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 565.4371 418.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 406.3877 Tm -.005 Tc [(the master)-7.8()54.7(s)0( pr)9.8(ogr)19.5(am in AI at Columbia)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 526.3176 406.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 394.3877 Tm -.005 Tc [(Univ)6.4(ersity \(New Y)31.8(ork, USA\). )19.5(The intr)9.8(oduction t)9.8(o)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 557.1271 394.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 382.3877 Tm -.005 Tc [(AI course fr)9.8(om edX tak)9.8(es about 25 hours t)9.8(o)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 544.1288 382.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 370.3877 Tm -.005 Tc [(complete. It clearly pr)9.3(esents ML, cognitiv)6.4(e)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 538.3885 370.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 358.3877 Tm -.005 Tc [(ser)-8.8(vices and r)9.3(ele)6.4(v)7.3(ant business use cases; it)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 544.6453 358.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 346.3877 Tm -.005 Tc [(enables the student t)9.8(o)0( understand cor)9.3(e concepts)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 565.7931 346.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 334.3877 Tm -.005 Tc [(of AI, using a fr)9.3(ee v)6.4(ersion of Micr)9.8(osoft A)-5.8(zur)9.3(e.)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 550.2935 334.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 322.3877 Tm -.005 Tc [(The course r)9.3(equir)9.3(es students t)9.8(o)0( complete)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 536.915 322.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 310.3877 Tm -.005 Tc [(knowledge checks and hands-on lab ex)9.8(er)9.3(cises.)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 557.6443 310.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 298.3877 Tm -.005 Tc [(Students must achie)6.4(v)6.4(e)0( a 70 per)9.3(cent o)7.3(v)6.4(er)19.5(all scor)9.3(e)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 566.1788 298.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 286.3877 Tm -.005 Tc [(t)9.8(o)0( r)9.3(eceiv)6.4(e a v)6.4(eriable cer)-24.4(ticate that ma)7.3(y be)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 546.2878 286.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 274.3877 Tm -.005 Tc [(pr)9.3(esented t)9.8(o)0( emplo)7.3(y)6.4(ers or posted on social)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 543.1445 274.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 262.3877 Tm -.005 Tc [(media for online v)6.4(erication. )]TJ ET EMC /LBody <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 372.5 244.3877 Tm .04 1 .83 0 k [(Southern New Hampshir)9.3(e Univ)6.4(ersity \(SNHU\))]TJ ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 549.6416 244.3877 Tm 0 0 0 1 k 0 Tc ()Tj ET EMC /Lbl <>BDC /GS3 gs BT /F7 1 Tf 12 0 0 12 361.5 244.3877 Tm .04 1 .83 0 k ()Tj ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 372.5 232.3877 Tm 0 0 0 1 k -.005 Tc [(SNHU off)11.7(ers a 120+ cr)9.3(edit bachelor of science)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 555.3582 232.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 220.3877 Tm -.005 Tc [(degr)9.3(ee in r)9.8(obotics and AI that includes courses in)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 566.8929 220.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 208.3877 Tm -.005 Tc [(ML, scripting, r)9.8(obotics, and calculus, among)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 545.0627 208.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 196.3877 Tm -.005 Tc (others.)Tj ET EMC /LBody <>BDC BT 5.4 0 0 5.4 400.0377 199.0877 Tm 0 Tc (7)Tj ET EMC /LBody <>BDC BT 9 0 0 9 403.0249 196.3877 Tm -.005 Tc [( )19.5(The pr)9.8(ogr)19.5(am is priced at US$960 per)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 549.5101 196.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 184.3877 Tm -.005 Tc [(class. Prior college cr)9.3(edit and cer)-24.4(tications fr)9.8(om)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 563.9442 184.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 172.3877 Tm -.005 Tc [(accr)9.3(edited institutions ar)9.3(e accepted t)9.8(o)0( r)9.3(educe)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 553.116 172.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 160.3877 Tm -.005 Tc [(o)7.3(v)6.4(er)19.5(all time and r)9.3(esour)9.3(ces r)9.3(equir)9.3(ed t)9.8(o)0( complete)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 560.511 160.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 148.3877 Tm -.005 Tc [(the pr)9.8(ogr)19.5(am. )]TJ ET EMC /LBody <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 372.5 130.3877 Tm .04 1 .83 0 k [(A)23.5(maz)7.8(on W)15.2(eb Ser)-8.8(vices \(A)19.1(WS\))]TJ ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 489.3642 130.3877 Tm 0 0 0 1 k [(A)33.7(WS curr)9.3(ently)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 551.6774 130.3877 Tm 0 Tc ( )Tj ET EMC /Lbl <>BDC /GS3 gs BT /F7 1 Tf 12 0 0 12 361.5 130.3877 Tm .04 1 .83 0 k ()Tj ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 372.5 118.3877 Tm 0 0 0 1 k -.005 Tc [(off)11.7(ers six diff)11.7(er)9.3(ent instructional paths for ML.)]TJ ET EMC /LBody <>BDC BT 5.4 0 0 5.4 551.1362 121.0877 Tm 0 Tc (8)Tj ET EMC /LBody <>BDC BT 9 0 0 9 554.1235 118.3877 Tm -.005 Tc ( All)Tj ET EMC /LBody <>BDC BT 9 0 0 9 566.4109 118.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 106.3877 Tm -.005 Tc (classes, videos and curricula can be viewed for)Tj ET EMC /LBody <>BDC BT 9 0 0 9 557.6367 106.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 94.3877 Tm -.005 Tc [(fr)9.3(ee after signing up for an A)33.7(WS cer)-24.4(tication and)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 564.2397 94.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 82.3877 Tm -.005 Tc [(tr)19.5(aining account.)]TJ ET EMC /LBody <>BDC BT 5.4 0 0 5.4 438.7036 85.0877 Tm 0 Tc (9)Tj ET EMC /LBody <>BDC BT 9 0 0 9 441.6908 82.3877 Tm -.005 Tc [( )19.5(The number of classes r)19.5(anges)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 563.0509 82.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 70.3877 Tm -.005 Tc [(fr)9.8(om four classes for the business decision-)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 372.5 58.3877 Tm [(mak)9.8(er learning path t)9.8(o)0( 12 for a specialty)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 531.144 58.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 7 0 0 7 39.7789 24.9858 Tm [(ISA)5.4(CA )]TJ ET EMC /P <>BDC BT 7 0 0 7 61.2198 24.9858 Tm [(JOURN)-8.8(AL)]TJ ET EMC /P <>BDC /GS3 gs BT 7 0 0 7 92.1285 24.9858 Tm .73 .19 0 0 k [( V)6.4(OL 4)]TJ ET EMC /P <>BDC BT 7 0 0 7 13.2407 24.9858 Tm (2)Tj ET EMC /Artifact <>BDC 0 0 0 1 K 0 J 0 j .75 w 10 M [] 0 d /GS2 gs q 1 0 0 1 30.704 33.462 cm 0 0 m 0 -39.377 l S Q EMC /Artifact <>BDC .72 .13 .67 .01 k /GS3 gs 143 454.925 205.767 212.88 re f EMC /P <>BDC BT 14 0 0 14 179.9078 638.2344 Tm 0 0 0 0 k .0151 Tc -.0175 Tw [(AL)134.2(THOUGH)17.5( AI)]TJ ET EMC /P <>BDC BT 14 0 0 14 269.2502 638.2344 Tm 0 Tc 0 Tw ( )Tj ET EMC /P <>BDC BT 14 0 0 14 152.9078 620.2344 Tm .0151 Tc -.0371 Tw [(PROMISES)17.5( T)13.6(O)]TJ ET EMC /P <>BDC BT 14 0 0 14 243.1594 620.2344 Tm 0 Tc 0 Tw ( )Tj ET EMC /P <>BDC BT 14 0 0 14 152.9078 602.2344 Tm .0151 Tc [(REV)6.3(OL)26.3(UTIONIZE)]TJ ET EMC /P <>BDC BT 14 0 0 14 258.5956 602.2344 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 14 0 0 14 152.9078 584.2344 Tm .0151 Tc -.0175 Tw [(TECHNOL)31.7(OGY)17.5( AND)]TJ ET EMC /P <>BDC BT 14 0 0 14 276.5677 584.2344 Tm 0 Tc 0 Tw ( )Tj ET EMC /P <>BDC BT 14 0 0 14 152.9078 566.2344 Tm .0151 Tc -.0371 Tw [(BUSINESS)17.5(,)35.1( THE)]TJ ET EMC /P <>BDC BT 14 0 0 14 251.1239 566.2344 Tm 0 Tc 0 Tw ( )Tj ET EMC /P <>BDC BT 14 0 0 14 152.9078 548.2344 Tm .0151 Tc -.0175 Tw [(FUND)10.2(AMEN)14.1(T)38.5(A)0(L)17.5( PRINCIPLES)]TJ ET EMC /P <>BDC BT 14 0 0 14 336.5009 548.2344 Tm 0 Tc 0 Tw ( )Tj ET EMC /P <>BDC BT 14 0 0 14 152.9078 530.2344 Tm .0151 Tc -.0175 Tw [(OF)17.5( SECURI)14.1(T)-7.8(Y)17.5( REM)-8.8(AIN)]TJ ET EMC /P <>BDC BT 14 0 0 14 295.1898 530.2344 Tm 0 Tc 0 Tw ( )Tj ET EMC /P <>BDC BT 14 0 0 14 152.9078 512.2344 Tm .0151 Tc -.0175 Tw [(IN)14.1(T)38.5(A)5.3(C)14.1(T)37.1( AND)17.5( RELEV)36.6(AN)14.1(T)130.8()35.1( )]TJ ET EMC /P <>BDC BT 14 0 0 14 152.9078 494.2344 Tm [(IF)17.5( NO)13.1(T)37.1( EVEN)17.5( MORE)]TJ ET EMC /P <>BDC BT 14 0 0 14 277.2518 494.2344 Tm 0 Tc 0 Tw ( )Tj ET EMC /P <>BDC BT 14 0 0 14 152.9078 476.2344 Tm .0151 Tc -.0371 Tw [(CRI)14.1(TICAL)17.5( TH)-8.8(AN)17.5( )-19.6(BEFORE)17.5(.)]TJ ET EMC /Figure <>BDC Q q 1 i 317.875 485.051 23 -23.75 re W n .027451 .98039 .8 .003922 k /GS3 gs q 1 0 0 1 335.979 474.763 cm 0 0 m -.099 -2.881 -.579 -5.075 -1.441 -6.582 c -2.301 -8.089 -3.643 -9.223 -5.464 -9.985 c -3.279 -13.462 l -.265 -12.104 1.937 -10.101 3.328 -7.452 c 4.389 -5.464 4.918 -2.252 4.918 2.186 c 4.918 10.382 l -4.67 10.382 l -4.67 0 l 0 0 l h -12.64 0 m -12.739 -2.881 -13.219 -5.075 -14.081 -6.582 c -14.941 -8.089 -16.283 -9.223 -18.104 -9.985 c -15.919 -13.462 l -12.905 -12.104 -10.703 -10.101 -9.312 -7.452 c -8.251 -5.464 -7.722 -2.252 -7.722 2.186 c -7.722 10.382 l -17.31 10.382 l -17.31 0 l -12.64 0 l f Q EMC /Figure <>BDC Q q 1 i 149.855 663.66 23 -23.75 re W n .027451 .98039 .8 .003922 k /GS3 gs q 1 0 0 1 154.773 650.292 cm 0 0 m .099 2.881 .579 5.075 1.441 6.582 c 2.301 8.089 3.643 9.223 5.464 9.985 c 3.279 13.462 l .265 12.104 -1.937 10.101 -3.328 7.452 c -4.389 5.464 -4.918 2.252 -4.918 -2.186 c -4.918 -10.382 l 4.67 -10.382 l 4.67 0 l 0 0 l h 12.64 0 m 12.739 2.881 13.219 5.075 14.081 6.582 c 14.941 8.089 16.283 9.223 18.104 9.985 c 15.919 13.462 l 12.905 12.104 10.703 10.101 9.312 7.452 c 8.251 5.464 7.722 2.252 7.722 -2.186 c 7.722 -10.382 l 17.31 -10.382 l 17.31 0 l 12.64 0 l f Q EMC Q endstream endobj 110 0 obj <>/ExtGState<>>> endobj 143 0 obj <> endobj 144 0 obj <>stream /P <>BDC q 1 i 0 783 603 -783 re 301.5 391.56 m W n .059998 783 603 -783 re W n /GS2 gs BT /F2 1 Tf 7 0 0 7 36.9471 23.0228 Tm 0 0 0 1 k 0 Tc 0 Tw [( 2019 ISA)5.4(CA. All rights r)9.3(eser)-8.8(v)6.4(ed. )]TJ ET EMC /P <>BDC BT /F3 1 Tf 7 0 0 7 144.4321 23.0228 Tm [(www)60.6(.isaca.or)9.3(g)]TJ ET EMC /P <>BDC BT /F2 1 Tf 7 0 0 7 488.5055 23.0228 Tm [(ISA)5.4(CA )]TJ ET EMC /P <>BDC BT 7 0 0 7 509.9464 23.0228 Tm [(JOURN)-8.8(AL)]TJ ET EMC /P <>BDC /GS3 gs BT 7 0 0 7 540.8551 23.0228 Tm .73 .19 0 0 k [( V)6.4(OL 4)]TJ ET EMC /P <>BDC BT 7 0 0 7 584.9167 23.0228 Tm (3)Tj ET EMC /LBody <>BDC /GS2 gs BT 9 0 0 9 47.9471 660.3877 Tm 0 0 0 1 k -.005 Tc [(cer)-24.4(tication in ML. )19.5(The exam costs US$300 and)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 236.7423 660.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 47.9471 648.3877 Tm -.005 Tc (can be scheduled at any time with no)Tj ET EMC /LBody <>BDC BT 9 0 0 9 194.1334 648.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 47.9471 636.3877 Tm -.005 Tc [(r)9.3(equir)9.3(ement t)9.8(o)0( tak)9.8(e any of the classes. A)33.7(W)0(S)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 221.737 636.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 47.9471 624.3877 Tm -.005 Tc [(r)9.3(ecommends at least one y)6.4(ear of experience with)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 241.8599 624.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 47.9471 612.3877 Tm -.005 Tc [(ML ser)-8.8(vices in A)33.7(WS and off)11.7(ers two months of)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 228.0608 612.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 47.9471 600.3877 Tm -.005 Tc [(fr)9.3(ee usage with A)33.7(WS SageMak)9.8(er)60.1(, one of the cor)9.3(e)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 239.0572 600.3877 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 47.9471 588.3877 Tm -.005 Tc [(ML ser)-8.8(vices in A)33.7(WS.)]TJ ET EMC /LBody <>BDC BT 5.4 0 0 5.4 128.0837 591.0876 Tm -.0083 Tc (10 )Tj ET EMC /P <>BDC /GS3 gs BT /F4 1 Tf 11 0 0 11 36.9471 562.3877 Tm .72 .13 .67 .01 k -.005 Tc (Securing AI )Tj ET EMC /P <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 36.9471 544.3877 Tm 0 0 0 1 k [(Although AI pr)9.8(omises t)9.8(o)0( r)9.3(e)6.4(v)7.3(olutioniz)7.8(e technology)]TJ ET EMC /P <>BDC BT 9 0 0 9 230.4546 544.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 532.3877 Tm -.005 Tc (and business, the fundamental principles of)Tj ET EMC /P <>BDC BT 9 0 0 9 209.0759 532.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 520.3877 Tm -.005 Tc [(security r)9.3(emain intact and r)9.3(ele)6.4(v)7.3(antif not e)6.4(v)6.4(e)0(n)]TJ ET EMC /P <>BDC BT 9 0 0 9 220.7876 520.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 508.3877 Tm -.005 Tc [(mor)9.3(e critical than befor)9.3(e. Enterprises should)]TJ ET EMC /P <>BDC BT 9 0 0 9 211.7149 508.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 496.3877 Tm -.005 Tc (understand the following principles and)Tj ET EMC /P <>BDC BT 9 0 0 9 192.5434 496.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 484.3877 Tm -.005 Tc [(methodologies as the)6.4(y e)6.4(v)7.3(aluate and adopt AI.)]TJ ET EMC /P <>BDC BT 5.4 0 0 5.4 216.9587 487.0877 Tm -.0083 Tc (11 )Tj ET EMC /P <>BDC BT /F1 1 Tf 9 0 0 9 36.9471 460.3877 Tm -.005 Tc [(Role-Based A)16.1(war)9.3(eness )29.3(T)31.8(r)14.7(aining )]TJ ET EMC /P <>BDC BT /F2 1 Tf 9 0 0 9 36.9471 448.3877 Tm -.02 Tc [(I)14.2(T)19.5( managers, emplo)7.3(y)6.4(ees and stak)9.8(eholders alik)9.8(e)]TJ ET EMC /P <>BDC BT 9 0 0 9 217.7164 448.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 436.3877 Tm -.02 Tc [(should understand their r)9.3(espectiv)6.4(e r)9.8(oles in securing)]TJ ET EMC /P <>BDC BT 9 0 0 9 233.3886 436.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 424.3877 Tm -.02 Tc [(data and saf)11.7(eguar)9.3(ding its priv)7.3(acy acr)9.8(oss all)]TJ ET EMC /P <>BDC BT 9 0 0 9 202.0497 424.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 412.3877 Tm -.02 Tc [(enterprise AI solutions. Role-specic tr)19.5(aining should)]TJ ET EMC /P <>BDC BT 9 0 0 9 234.3555 412.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 400.3877 Tm -.02 Tc [(focus on r)9.3(ele)6.4(v)7.3(ant r)9.3(egulations, data pr)9.8(otection,)]TJ ET EMC /P <>BDC BT 9 0 0 9 210.8217 400.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 388.3877 Tm -.02 Tc [(classication, r)9.3(etention and authentication, and it)]TJ ET EMC /P <>BDC BT 9 0 0 9 223.5755 388.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 376.3877 Tm -.02 Tc [(should adv)7.3(ance a common terminology for security)]TJ ET EMC /P <>BDC BT 9 0 0 9 233.2076 376.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 364.3877 Tm -.02 Tc [(and priv)7.3(acy acr)9.8(oss the enterprise. An example of r)9.8(ole-)]TJ ET EMC /P <>BDC BT 9 0 0 9 36.9471 352.3877 Tm [(based tr)19.5(aining for I)14.2(T)19.5( managers ma)7.3(y also focus mor)9.3(e)]TJ ET EMC /P <>BDC BT 9 0 0 9 236.3722 352.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 340.3877 Tm -.02 Tc [(on the specic t)9.8(ools deplo)7.3(y)6.4(ed in the envir)9.8(onment, the)]TJ ET EMC /P <>BDC BT 9 0 0 9 239.3171 340.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 328.3877 Tm -.02 Tc [(a)7.3(v)7.3(ailable f)11.7(eatur)9.3(es, their specic and potential use)]TJ ET EMC /P <>BDC BT 9 0 0 9 224.4499 328.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 316.3877 Tm -.02 Tc [(cases within the enterprise, how t)9.8(o)0( fr)19.5(ame the)]TJ ET EMC /P <>BDC BT 9 0 0 9 207.7495 316.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 304.3877 Tm -.02 Tc [(business pr)9.8(oblems using the t)9.8(ools, pr)9.8(operly)]TJ ET EMC /P <>BDC BT 9 0 0 9 202.4889 304.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 292.3877 Tm -.02 Tc [(classifying the business pr)9.8(oblem, managing the data)]TJ ET EMC /P <>BDC BT 9 0 0 9 237.6511 292.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 280.3877 Tm -.02 Tc [(needed t)9.8(o)0( solv)6.4(e business pr)9.8(oblems, and selecting)]TJ ET EMC /P <>BDC BT 9 0 0 9 226.5456 280.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 268.3877 Tm -.02 Tc [(per)-7.3(formance data t)9.8(o)0( measur)9.3(e outputs pr)9.8(oduced b)5.4(y)0( AI)]TJ ET EMC /P <>BDC BT 9 0 0 9 241.6148 268.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 256.3877 Tm -.02 Tc [(solutions. Role-based tr)19.5(aining for standar)9.3(d)]TJ ET EMC /P <>BDC BT 9 0 0 9 198.6173 256.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 244.3877 Tm -.02 Tc [(emplo)7.3(y)6.4(ees ma)7.3(y r)9.3(e)6.4(v)7.3(olv)6.4(e ar)9.8(ound understanding)]TJ ET EMC /P <>BDC BT 9 0 0 9 212.4864 244.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 232.3877 Tm -.02 Tc [(common AI terminology)52.3(, loading data sets, tr)19.5(aining)]TJ ET EMC /P <>BDC BT 9 0 0 9 230.3033 232.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 220.3877 Tm -.02 Tc [(ML models associated t)9.8(o)0( AI t)9.8(ool sets and interpr)9.3(eting)]TJ ET EMC /P <>BDC BT 9 0 0 9 240.8596 220.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 208.3877 Tm -.02 Tc [(per)-7.3(formance data pr)9.8(oduced b)5.4(y)0( the t)9.8(ools.)]TJ ET EMC /P <>BDC BT 9 0 0 9 192.3016 208.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT /F1 1 Tf 9 0 0 9 36.9471 184.3877 Tm -.005 Tc [(Data Go)7.3(v)6.4(ernance )]TJ ET EMC /P <>BDC BT /F2 1 Tf 9 0 0 9 36.9471 172.3877 Tm [(AI ser)-8.8(vices ar)9.3(e often highly data-driv)6.4(en and data-)]TJ ET EMC /P <>BDC BT 9 0 0 9 36.9471 160.3877 Tm [(intensiv)6.4(e; enormous v)7.3(olumes of data ma)7.3(y be)]TJ ET EMC /P <>BDC BT 9 0 0 9 213.3088 160.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 148.3877 Tm -.005 Tc [(r)9.3(equir)9.3(ed t)9.8(o)0( r)9.3(ealiz)7.8(e the benets of AI applications. As)]TJ ET EMC /P <>BDC BT 9 0 0 9 242.3443 148.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 660.3877 Tm -.005 Tc [(data ar)9.3(e collected, modied, pr)9.8(ocessed, tr)19.5(ansmitted)]TJ ET EMC /P <>BDC BT 9 0 0 9 459.4587 660.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 648.3877 Tm -.005 Tc [(and consumed b)5.4(y)0( AI ser)-8.8(vices, all individuals who)]TJ ET EMC /P <>BDC BT 9 0 0 9 447.3328 648.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 636.3877 Tm -.005 Tc [(ar)9.3(e accountable and r)9.3(esponsible for data at each)]TJ ET EMC /P <>BDC BT 9 0 0 9 448.282 636.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 624.3877 Tm -.005 Tc [(stage of a giv)6.4(en workow should understand their)]TJ ET EMC /P <>BDC BT 9 0 0 9 452.2899 624.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 612.3877 Tm -.005 Tc [(r)9.3(esponsibilities in terms of security)52.3(, priv)7.3(acy and)]TJ ET EMC /P <>BDC BT 9 0 0 9 441.9123 612.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 600.3877 Tm -.005 Tc [(compliance. As AI is primarily data-driv)6.4(en, the)]TJ ET EMC /P <>BDC BT 9 0 0 9 435.0117 600.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 588.3877 Tm -.005 Tc [(primar)-8.8(y r)9.3(esponsibility of implementing and)]TJ ET EMC /P <>BDC BT 9 0 0 9 424.0876 588.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 576.3877 Tm -.005 Tc [(managing data go)7.3(v)6.4(ernance for AI is lik)9.8(ely t)9.8(o)0( fall on)]TJ ET EMC /P <>BDC BT 9 0 0 9 454.3689 576.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 564.3877 Tm -.005 Tc (the shoulders of the chief information ocer \(CIO\),)Tj ET EMC /P <>BDC BT 9 0 0 9 455.7497 564.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 552.3877 Tm -.005 Tc [(but ma)7.3(y be the r)9.3(esponsibility of others within the)]TJ ET EMC /P <>BDC BT 9 0 0 9 446.9748 552.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 540.3877 Tm -.005 Tc (enterprise. Elements of a successful AI data)Tj ET EMC /P <>BDC BT 9 0 0 9 429.2711 540.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 528.3877 Tm -.005 Tc [(go)7.3(v)6.4(ernance fr)19.5(amework ma)7.3(y include the following)]TJ ET EMC /P <>BDC BT 9 0 0 9 449.317 528.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 516.3876 Tm -.005 Tc [(high-le)6.4(v)6.4(el ar)9.3(eas with these sub-elements and)]TJ ET EMC /P <>BDC BT 9 0 0 9 432.4616 516.3876 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 504.3877 Tm -.005 Tc [(r)9.3(equir)9.3(e the enterprise t)9.8(o)0( dene these ar)9.3(eas fur)-24.4(ther)]TJ ET EMC /P <>BDC BT 9 0 0 9 453.1526 504.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 492.3877 Tm -.005 Tc [(internally)52.3(. Examples for the per)-7.3(formance domain)]TJ ET EMC /P <>BDC BT 9 0 0 9 447.334 492.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 480.3877 Tm -.005 Tc [(ar)9.3(e shown in )]TJ ET EMC /P <>BDC BT /F4 1 Tf 9 0 0 9 307.7814 480.3877 Tm [(gur)9.3(e 1)]TJ ET EMC /P <>BDC BT /F2 1 Tf 9 0 0 9 338.5841 480.3877 Tm (. )Tj ET EMC /P <>BDC BT /F1 1 Tf 9 0 0 9 255.4471 456.3877 Tm [(Thr)9.3(eat Modeling )]TJ ET EMC /P <>BDC BT /F2 1 Tf 9 0 0 9 255.4471 444.3877 Tm [(Thr)9.3(eat modeling fr)9.8(om a security perspectiv)6.4(e is an)]TJ ET EMC /P <>BDC BT 9 0 0 9 450.3993 444.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 432.3877 Tm -.005 Tc [(assessment pr)9.8(ocess wher)9.3(e system or data security)]TJ ET EMC /P <>BDC BT 9 0 0 9 458.1918 432.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 420.3877 Tm -.005 Tc [(risk is documented and analyz)7.8(ed, enabling the)]TJ ET EMC /P <>BDC BT 9 0 0 9 437.1979 420.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 408.3877 Tm -.005 Tc [(enterprise t)9.8(o)0( understand a giv)6.4(en system)39.1()54.7(s)0( thr)9.3(eat)]TJ ET EMC /P <>BDC BT 9 0 0 9 444.5073 408.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 396.3877 Tm -.005 Tc [(pr)9.8(ole as seen thr)9.8(ough the e)6.4(y)6.4(es of potential)]TJ ET EMC /P <>BDC BT 9 0 0 9 428.0759 396.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 384.3877 Tm -.005 Tc [(malicious users. E)8.8(ffor)-24.4(t should be tak)9.8(en t)9.8(o)0( dene)]TJ ET EMC /P <>BDC BT 9 0 0 9 446.0718 384.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 372.3877 Tm -.005 Tc [(security objectiv)6.4(es, identify vulner)19.5(abilities and)]TJ ET EMC /P <>BDC BT 9 0 0 9 435.6512 372.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 360.3877 Tm -.005 Tc [(design appr)9.8(opriate countermeasur)9.3(es, which is k)9.8(e)6.4(y)]TJ ET EMC /P <>BDC BT 9 0 0 9 452.7339 360.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 348.3877 Tm -.005 Tc [(t)9.8(o)0( pr)9.8(otecting sensitiv)6.4(e datanot only at a)]TJ ET EMC /P <>BDC BT 9 0 0 9 418.1462 348.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 336.3877 Tm -.005 Tc [(component le)6.4(v)6.4(el, but also holistically acr)9.8(oss the AI)]TJ ET EMC /P <>BDC BT 9 0 0 9 454.3952 336.3877 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 324.3876 Tm -.005 Tc [(ecosystem, especially at inter)-7.3(faces between)]TJ ET EMC /P <>BDC BT 9 0 0 9 429.549 324.3876 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 312.3876 Tm -.005 Tc [(networks or AI ser)-8.8(vices and at the enterprise)]TJ ET EMC /P <>BDC BT 9 0 0 9 431.1422 312.3876 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 300.3876 Tm -.005 Tc [(network boundar)-8.8(y)52.3(.)0( Security should be integr)19.5(ated)]TJ ET EMC /P <>BDC BT 9 0 0 9 445.4443 300.3876 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 288.3876 Tm -.005 Tc [(int)9.8(o the o)7.3(v)6.4(er)19.5(all pr)9.8(ocess and tr)9.3(eated as a continuous)]TJ ET EMC /P <>BDC BT 9 0 0 9 459.2161 288.3876 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 276.3876 Tm -.005 Tc [(disciplinenot just r)9.3(e)6.4(visited after a br)9.3(each. )19.5(The v)6.4(e)]TJ ET EMC /P <>BDC BT 9 0 0 9 457.5406 276.3876 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 255.4471 264.3876 Tm -.005 Tc [(elements of thr)9.3(eat modeling ar)9.3(e: )]TJ ET EMC /P <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 255.4471 246.3876 Tm .04 1 .83 0 k (1. )Tj ET EMC /P <>BDC BT 9 0 0 9 265.3317 246.3876 Tm [(Identify thr)9.3(eats)]TJ ET EMC /P <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 326.2585 246.3876 Tm 0 0 0 1 k [(Using either data ow diagr)19.5(ams)]TJ ET EMC /P <>BDC BT 9 0 0 9 458.4533 246.3876 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 265.3221 234.3876 Tm -.005 Tc (\(DFDs\))Tj ET EMC /P <>BDC BT 5.4 0 0 5.4 292.6762 237.0877 Tm -.0083 Tc (12)Tj ET EMC /P <>BDC BT 9 0 0 9 298.6508 234.3876 Tm -.005 Tc ( or Unied Modeling Language \(UML\))Tj ET EMC /P <>BDC BT 9 0 0 9 445.639 234.3876 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 265.3221 222.3876 Tm -.005 Tc [(deplo)7.3(yment diagr)19.5(ams,)]TJ ET EMC /P <>BDC BT 5.4 0 0 5.4 352.88 225.0877 Tm -.0083 Tc (13)Tj ET EMC /P <>BDC BT 9 0 0 9 358.8546 222.3876 Tm -.005 Tc ( the enterprise should)Tj ET EMC /P <>BDC BT 9 0 0 9 444.3405 222.3876 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 265.3221 210.3876 Tm -.005 Tc [(identify assets of inter)9.3(est \(e.g., AI ser)-8.8(vice)]TJ ET EMC /P <>BDC BT 9 0 0 9 427.3897 210.3876 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 265.3221 198.3876 Tm -.005 Tc [(account cr)9.3(edentials, data sets, access t)9.8(o)0(k)9.8(ens\))]TJ ET EMC /P <>BDC BT 9 0 0 9 447.4629 198.3876 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 265.3221 186.3876 Tm -.005 Tc [(and potential entr)-8.8(y points int)9.8(o AI systems using)]TJ ET EMC /P <>BDC BT 9 0 0 9 452.7563 186.3876 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 265.3221 174.3876 Tm -.005 Tc [(application pr)9.8(ogr)19.5(amming inter)-7.3(faces \(APIs\), web)]TJ ET EMC /P <>BDC BT 9 0 0 9 453.5844 174.3876 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 265.3221 162.3876 Tm -.005 Tc [(ser)-8.8(vices or user inter)-7.3(faces. Malicious users will)]TJ ET EMC /P <>BDC BT 9 0 0 9 451.8763 162.3876 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 265.3221 150.3876 Tm -.005 Tc [(seek t)9.8(o)0( access AI systems via a)7.3(v)7.3(ailable entr)-8.8(y)]TJ ET EMC /P <>BDC BT 9 0 0 9 442.8585 150.3876 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 265.3221 138.3876 Tm -.005 Tc [(points; the)6.4(y ar)9.3(e the star)-24.4(ting points for)]TJ ET EMC /P <>BDC BT 9 0 0 9 412.9588 138.3876 Tm 0 Tc ( )Tj ET EMC /Artifact <>BDC 0 0 0 1 K 0 J 0 j .75 w 10 M [] 0 d q 1 0 0 1 570.156 31.289 cm 0 0 m 0 -39.376 l S Q EMC /Artifact <>BDC 0 0 0 0 k /GS3 gs 33.434 54.279 426.5 69.966 re f EMC /Figure <>BDC Q .73 .19 0 0 k /GS3 gs 33.934 108.745 426 15.5 re f .72 .13 .67 .01 k 1 i 33.934 108.745 106.5 -14.75 re 140.434 108.745 106.5 -14.75 re 246.934 108.745 106.5 -14.75 re 353.434 108.745 106.5 -14.75 re f q 33.434 124.245 426.5 -67.375 re W n .012 .3 .249 0 k 33.934 93.995 106.5 -37.25 re 140.434 93.995 106.5 -37.25 re 246.934 93.995 106.5 -37.25 re 353.434 93.995 106.5 -37.25 re f 0 0 0 0 K 0 J 0 j 2 w 10 M [] 0 d q 1 0 0 1 33.434 108.745 cm 0 0 m 107 0 l S Q Q 0 0 0 0 K 0 J 0 j 2 w 10 M [] 0 d q 1 0 0 1 140.434 108.745 cm 0 0 m 106.5 0 l S 1 0 0 1 106.5 0 cm 0 0 m 106.5 0 l S Q q 33.434 124.245 426.5 -67.375 re W n q 1 0 0 1 353.434 108.745 cm 0 0 m 106.5 0 l S Q 1 w q 1 0 0 1 33.434 93.995 cm 0 0 m 107 0 l S Q Q 1 w q 1 0 0 1 140.434 93.995 cm 0 0 m 106.5 0 l S 1 0 0 1 106.5 0 cm 0 0 m 106.5 0 l S Q q 33.434 124.245 426.5 -67.375 re W n q 1 0 0 1 353.434 93.995 cm 0 0 m 106.5 0 l S Q Q q 1 0 0 1 131.073 94.495 cm 0 0 m 0 13.25 l S 1 0 0 1 0 -37.25 cm 0 0 m 0 36.25 l S 1 0 0 1 115.861 37.25 cm 0 0 m 0 13.25 l S 1 0 0 1 0 -37.25 cm 0 0 m 0 36.25 l S 1 0 0 1 106.5 37.25 cm 0 0 m 0 13.25 l S 1 0 0 1 0 -37.25 cm 0 0 m 0 36.25 l S Q BT /F8 1 Tf 10 0 0 10 94.7463 112.7452 Tm 0 0 0 0 k -.015 Tc .023 Tw [(Figur)9.9(e 1High-Le)6.9(v)6.2(el Ov)6.2(er)-8.2(view of a Successful AI Data Go)7.8(v)6.2(e).9(rnance F)12.8(r)14.8(amework)]TJ 9 0 0 9 59.5774 97.9952 Tm -.0097 Tc 0 Tw [(P)6(e).3(r)-8.9(formance)-7594.9(S).3(ecurity)-9264.9(P)-.7(riv)6.7(acy)-7899.3(T)31.6(r)15(a)0(nspar)10.2(e).3(ncy)]TJ ET /GS2 gs BT /F9 1 Tf 9 0 0 9 42.3723 83.2442 Tm .027451 .98039 .8 .003922 k 0 Tc ()Tj /F10 1 Tf 0 0 0 1 k .49 0 TD -.0098 Tc -.0003 Tw [( Accur)19.2(a)-1.3(cy)]TJ /F9 1 Tf .027451 .98039 .8 .003922 k -.49 -1.2 TD 0 Tc 0 Tw ()Tj /F10 1 Tf 0 0 0 1 k .49 0 TD -.0093 Tc -.0008 Tw ( Bias)Tj /F9 1 Tf .027451 .98039 .8 .003922 k -.49 -1.2 TD 0 Tc 0 Tw ()Tj /F10 1 Tf 0 0 0 1 k .49 0 TD -.0095 Tc -.0006 Tw ( Completeness)Tj /F9 1 Tf .027451 .98039 .8 .003922 k 10.0764 2.4 TD 0 Tc 0 Tw ()Tj /F10 1 Tf 0 0 0 1 k .49 0 TD -.0093 Tc .0003 Tw ( Adaptability of data models)Tj /F9 1 Tf .027451 .98039 .8 .003922 k -.49 -1.2 TD 0 Tc 0 Tw ()Tj /F10 1 Tf 0 0 0 1 k .49 0 TD -.0095 Tc .0005 Tw [( Adv)7.2(ersar)-8.9(y).8( r)9.1(o)-.4(bustness)]TJ /F9 1 Tf .027451 .98039 .8 .003922 k 12.5704 1.2 TD 0 Tc 0 Tw ()Tj /F10 1 Tf 0 0 0 1 k .49 0 TD -.0097 Tc -.0004 Tw [( IP captur)9.3(e)]TJ /F9 1 Tf .027451 .98039 .8 .003922 k -.49 -1.2 TD 0 Tc 0 Tw ()Tj /F10 1 Tf 0 0 0 1 k .49 0 TD -.0096 Tc .0006 Tw ( User impact)Tj 6.4881 1.2 TD 0 Tc 0 Tw ( )Tj /F9 1 Tf .027451 .98039 .8 .003922 k 4.8717 0 TD ()Tj /F10 1 Tf 0 0 0 1 k .49 0 TD -.0095 Tc -.0006 Tw ( Intent)Tj /F9 1 Tf .027451 .98039 .8 .003922 k -.49 -1.2 TD 0 Tc 0 Tw ()Tj /F10 1 Tf 0 0 0 1 k .49 0 TD -.0093 Tc .0003 Tw [( Assur)19.6(a)-.9(nce le)6(v)6.7(e)0(l)]TJ ET EMC endstream endobj 145 0 obj <>/ExtGState<>>> endobj 182 0 obj <> endobj 183 0 obj <> endobj 184 0 obj <>stream /P <>BDC q 1 i 0 783 603 -783 re 301.5 391.56 m W n .059998 783 603 -783 re W n /GS2 gs BT /F2 1 Tf 7 0 0 7 414.6031 23.0228 Tm 0 0 0 1 k 0 Tc 0 Tw [( 2019 ISA)5.4(CA. All rights r)9.3(eser)-8.8(v)6.4(ed. )]TJ ET EMC /P <>BDC BT /F3 1 Tf 7 0 0 7 522.0879 23.0228 Tm [(www)60.6(.isaca.or)9.3(g)]TJ ET EMC /P <>BDC BT /F2 1 Tf 9 0 0 9 152.875 643.5065 Tm -.005 Tc [(understanding potential thr)9.3(eats t)9.8(o)0( AI solutions)]TJ ET EMC /P <>BDC BT 9 0 0 9 335.6826 643.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.875 631.5065 Tm -.005 Tc (and their data. )Tj ET EMC /P <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 143 613.5065 Tm .04 1 .83 0 k (2. )Tj ET EMC /P <>BDC BT 9 0 0 9 152.8846 613.5065 Tm [(Understand the thr)9.3(eat\(s\))]TJ ET EMC /P <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 250.9852 613.5065 Tm 0 0 0 1 k [(T)48.4(o understand the)]TJ ET EMC /P <>BDC BT 9 0 0 9 329.7253 613.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.875 601.5065 Tm -.005 Tc [(potential thr)9.3(eats at an entr)-8.8(y point, the enterprise)]TJ ET EMC /P <>BDC BT 9 0 0 9 341.9715 601.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.875 589.5065 Tm -.005 Tc [(should identify security-critical activities that ma)7.3(y)]TJ ET EMC /P <>BDC BT 9 0 0 9 347.445 589.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.875 577.5065 Tm -.005 Tc (occur and determine what malicious users might)Tj ET EMC /P <>BDC BT 9 0 0 9 345.4879 577.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.875 565.5065 Tm -.005 Tc [(do t)9.8(o)0( attack or misuse the system. Ask questions)]TJ ET EMC /P <>BDC BT 9 0 0 9 347.5293 565.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.875 553.5065 Tm -.005 Tc [(such as How could malicious users le)6.4(v)6.4(e)0(r)19.5(age)]TJ ET EMC /P <>BDC BT 9 0 0 9 331.0594 553.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.875 541.5065 Tm -.005 Tc [(specic assets t)9.8(o)0( modify how contr)9.8(ol o)7.3(v)6.4(er the AI)]TJ ET EMC /P <>BDC BT 9 0 0 9 344.8047 541.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.875 529.5065 Tm -.005 Tc [(solution or its data works, r)9.3(etrie)6.4(v)6.4(e)0( sensitiv)6.4(e)]TJ ET EMC /P <>BDC BT 9 0 0 9 323.0495 529.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.875 517.5065 Tm -.005 Tc (information, manipulate system data, escalate)Tj ET EMC /P <>BDC BT 9 0 0 9 335.2321 517.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.875 505.5065 Tm -.005 Tc [(rights, or cause the system t)9.8(o)0( fail or be)]TJ ET EMC /P <>BDC BT 9 0 0 9 305.7621 505.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.875 493.5065 Tm -.005 Tc [(una)7.3(v)7.3(ailable? In this wa)7.3(y)52.3(,)0( the enterprise can)]TJ ET EMC /P <>BDC BT 9 0 0 9 323.5867 493.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.875 481.5065 Tm -.005 Tc (determine the chances of malicious users)Tj ET EMC /P <>BDC BT 9 0 0 9 318.0283 481.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.875 469.5065 Tm -.005 Tc (accessing assets without being audited,)Tj ET EMC /P <>BDC BT 9 0 0 9 310.6861 469.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.875 457.5065 Tm -.005 Tc [(b)5.4(ypassing access contr)9.8(ol checks or)]TJ ET EMC /P <>BDC BT 9 0 0 9 293.8603 457.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.875 445.5065 Tm -.005 Tc [(masquer)19.5(ading as another user)60.1(. )]TJ ET EMC /P <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 143 427.5065 Tm .04 1 .83 0 k -.02 Tc (3. )Tj ET EMC /P <>BDC BT 9 0 0 9 152.4796 427.5065 Tm [(Categoriz)7.8(e the thr)9.3(eats)]TJ ET EMC /P <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 238.4674 427.5065 Tm 0 0 0 1 k [(An industr)-8.8(y-accepted)]TJ ET EMC /P <>BDC BT 9 0 0 9 326.3315 427.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.375 415.5065 Tm -.02 Tc [(model for thr)9.3(eat categorization is the spoong,)]TJ ET EMC /P <>BDC BT 9 0 0 9 330.6133 415.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.375 403.5065 Tm -.02 Tc [(tampering, r)9.3(epudiation, information disclosur)9.3(e,)]TJ ET EMC /P <>BDC BT 9 0 0 9 329.5235 403.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.375 391.5065 Tm -.02 Tc [(denial of ser)-8.8(vice and ele)6.4(v)7.3(ation of privilege \(STRIDE\))]TJ ET EMC /P <>BDC BT 9 0 0 9 348.1004 391.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.375 379.5065 Tm -.02 Tc [(model.14 )19.5(Thr)9.3(eat classication is the rst step)]TJ ET EMC /P <>BDC BT 9 0 0 9 326.2715 379.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.375 367.5065 Tm -.02 Tc [(t)9.8(owar)9.3(d eff)11.7(ectiv)6.4(e mitigation. F)10.3(or example, if it is)]TJ ET EMC /P <>BDC BT 9 0 0 9 330.0691 367.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.375 355.5065 Tm -.02 Tc [(known that ther)9.3(e is a risk that someone could)]TJ ET EMC /P <>BDC BT 9 0 0 9 325.8624 355.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.375 343.5065 Tm -.02 Tc [(mak)9.8(e a change t)9.8(o)0( a data set used for input with the)]TJ ET EMC /P <>BDC BT 9 0 0 9 347.3661 343.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.375 331.5065 Tm -.02 Tc (AI solution, then that person later denies)Tj ET EMC /P <>BDC BT 9 0 0 9 305.6118 331.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.375 319.5065 Tm -.02 Tc [(r)9.3(esponsibility for the change, eff)11.7(ectiv)6.4(e monit)9.8(oring)]TJ ET EMC /P <>BDC BT 9 0 0 9 340.5458 319.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.375 307.5064 Tm -.02 Tc [(o)7.3(v)6.4(er data input sour)9.3(ces with logging details of IP)]TJ ET EMC /P <>BDC BT 9 0 0 9 337.6364 307.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.375 295.5064 Tm -.02 Tc [(addr)9.3(ess, username, date/time, machine name,)]TJ ET EMC /P <>BDC BT 9 0 0 9 328.6614 295.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.375 283.5064 Tm -.02 Tc [(access t)9.8(o)0(k)9.8(en used and other details will help)]TJ ET EMC /P <>BDC BT 9 0 0 9 322.6194 283.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.375 271.5064 Tm -.02 Tc [(suppor)-24.4(t nonr)9.3(epudiation, spoong and other items)]TJ ET EMC /P <>BDC BT 9 0 0 9 341.1998 271.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.375 259.5064 Tm -.02 Tc (in the STRIDE model.)Tj ET EMC /P <>BDC BT 9 0 0 9 232.4078 259.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 143 103.5064 Tm .04 1 .83 0 k -.005 Tc (4. )Tj ET EMC /P <>BDC BT 9 0 0 9 152.8846 103.5064 Tm [(Identify mitigation str)14.7(ategies)]TJ ET EMC /P <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 268.478 103.5064 Tm 0 0 0 1 k [(Le)6.4(v)6.4(e)0(r)19.5(aging thr)9.3(eat)]TJ ET EMC /P <>BDC BT 9 0 0 9 344.0233 103.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.875 91.5064 Tm -.005 Tc [(tr)9.3(ees is an eff)11.7(ectiv)6.4(e t)9.8(ool for de)6.4(v)6.4(eloping mitigation)]TJ ET EMC /P <>BDC BT 9 0 0 9 347.8724 91.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.875 79.5064 Tm -.005 Tc [(str)19.5(ategies. )19.5(The potential thr)9.3(eat sits at the r)9.8(oot of)]TJ ET EMC /P <>BDC BT 9 0 0 9 343.1922 79.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 152.875 67.5064 Tm -.005 Tc [(the thr)9.3(eat tr)9.3(ee, and all potential childr)9.3(en \(or)]TJ ET EMC /P <>BDC BT 9 0 0 9 322.0113 67.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 643.5065 Tm -.005 Tc [(lea)7.3(v)6.4(es\) ar)9.3(e the conditions that must be true for)]TJ ET EMC /P <>BDC BT 9 0 0 9 555.8823 643.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 631.5065 Tm -.005 Tc [(malicious users t)9.8(o)0( r)9.3(ealiz)7.8(e the specic thr)9.3(eat.)]TJ ET EMC /P <>BDC BT 9 0 0 9 547.1921 631.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 619.5065 Tm -.005 Tc [(Conditions ma)7.3(y possess subconditions. F)10.3(o)0(r)]TJ ET EMC /P <>BDC BT 9 0 0 9 544.0245 619.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 607.5065 Tm -.005 Tc (example, under the condition that malicious)Tj ET EMC /P <>BDC BT 9 0 0 9 543.6486 607.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 595.5065 Tm -.005 Tc [(users can gener)19.5(ate and pr)9.8(o)7.3(vision access t)9.8(o)0(k)9.8(ens)]TJ ET EMC /P <>BDC BT 9 0 0 9 561.0042 595.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 583.5065 Tm -.005 Tc [(needed t)9.8(o)0( view and/or change data sets used in)]TJ ET EMC /P <>BDC BT 9 0 0 9 560.1735 583.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 571.5065 Tm -.005 Tc (the AI solution, the fact that the malicious user)Tj ET EMC /P <>BDC BT 9 0 0 9 554.8179 571.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 559.5065 Tm -.005 Tc [(must le)6.4(v)6.4(e)0(r)19.5(age an a)7.3(v)7.3(ailable system entr)-8.8(y point is)]TJ ET EMC /P <>BDC BT 9 0 0 9 560.2242 559.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 547.5065 Tm -.005 Tc [(a subcondition. F)10.3(or each leaf condition, the)]TJ ET EMC /P <>BDC BT 9 0 0 9 541.0594 547.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 535.5065 Tm -.005 Tc (enterprise should identify acceptable mitigation)Tj ET EMC /P <>BDC BT 9 0 0 9 559.0903 535.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 523.5065 Tm -.005 Tc [(str)19.5(ategies and, in this example, eff)11.7(ectiv)6.4(e access)]TJ ET EMC /P <>BDC BT 9 0 0 9 559.542 523.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 511.5065 Tm -.005 Tc [(contr)9.8(ols, multifact)9.8(or authentication, detailed)]TJ ET EMC /P <>BDC BT 9 0 0 9 545.4386 511.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 499.5065 Tm -.005 Tc [(logging and monit)9.8(oring for access t)9.8(o)0(k)9.8(e)0(n)]TJ ET EMC /P <>BDC BT 9 0 0 9 530.5748 499.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 487.5065 Tm -.005 Tc [(cr)9.3(eation/assignment. Each path thr)9.8(ough the)]TJ ET EMC /P <>BDC BT 9 0 0 9 545.1132 487.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 475.5065 Tm -.005 Tc [(thr)9.3(eat tr)9.3(ee that does not end with a mitigation)]TJ ET EMC /P <>BDC BT 9 0 0 9 551.2867 475.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 463.5065 Tm -.005 Tc [(str)19.5(ategy should be viewed as a vulner)19.5(ability)52.3(. )]TJ ET EMC /P <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 361.5 445.5065 Tm .04 1 .83 0 k (5. )Tj ET EMC /P <>BDC BT 9 0 0 9 371.1209 445.5065 Tm [(T)43.5(est)]TJ ET EMC /P <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 388.6511 445.5065 Tm 0 0 0 1 k [(The thr)9.3(eat model becomes a r)9.8(oad map for)]TJ ET EMC /P <>BDC BT 9 0 0 9 562.132 445.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 433.5065 Tm -.005 Tc [(eff)11.7(ectiv)6.4(e penetr)19.5(ation testing. P)6.4(enetr)19.5(ation testing)]TJ ET EMC /P <>BDC BT 9 0 0 9 561.4965 433.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 421.5065 Tm -.005 Tc [(e)6.4(v)7.3(aluates thr)9.3(eats b)5.4(y)0( dir)9.3(ectly attacking a system)]TJ ET EMC /P <>BDC BT 9 0 0 9 558.4928 421.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 409.5065 Tm -.005 Tc [(and the data housed in the system, and it ma)7.3(y be)]TJ ET EMC /P <>BDC BT 9 0 0 9 564.0122 409.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 397.5065 Tm -.005 Tc [(ex)9.8(ecuted in an informed \(white bo)10.3(x\) or)]TJ ET EMC /P <>BDC BT 9 0 0 9 523.1403 397.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.375 385.5065 Tm -.005 Tc [(uninformed \(black bo)10.3(x\) manner)60.1(. )]TJ ET EMC /P <>BDC BT /F1 1 Tf 9 0 0 9 361.5 361.5065 Tm [(Softwar)9.3(e De)6.4(v)6.4(elopment )]TJ ET EMC /P <>BDC BT /F2 1 Tf 9 0 0 9 361.5 349.5065 Tm [(Industr)-8.8(y-accepted best pr)19.5(actices and principles for)]TJ ET EMC /P <>BDC BT 9 0 0 9 561.35 349.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 337.5065 Tm -.005 Tc [(application de)6.4(v)6.4(elopment include code simplicity)]TJ ET EMC /P <>BDC BT 9 0 0 9 551.0358 337.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 325.5065 Tm -.005 Tc [(and r)9.3(e)6.4(view)60.6(, continuous testing, coher)9.3(ence, r)9.3(ealistic)]TJ ET EMC /P <>BDC BT 9 0 0 9 561.037 325.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 313.5065 Tm -.005 Tc [(pr)9.8(oject estimation using Agile methodology)52.3(, etc. A)8.3(t)]TJ ET EMC /P <>BDC BT 9 0 0 9 562.0179 313.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 301.5064 Tm -.005 Tc [(the pr)9.8(oject le)6.4(v)6.4(el, example best pr)19.5(actices for)]TJ ET EMC /P <>BDC BT 9 0 0 9 532.616 301.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 289.5064 Tm -.005 Tc [(de)6.4(v)6.4(elopment include documenting the objectiv)6.4(e)]TJ ET EMC /P <>BDC BT 9 0 0 9 550.3348 289.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 277.5064 Tm -.005 Tc (function of the AI solutionwhat business purpose)Tj ET EMC /P <>BDC BT 9 0 0 9 562.1124 277.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 265.5064 Tm -.005 Tc [(should the t)9.8(ool achie)6.4(v)6.4(e? Another example includes)]TJ ET EMC /P <>BDC BT 9 0 0 9 561.5454 265.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 253.5064 Tm -.005 Tc [(a)7.3(v)7.3(oiding unnecessar)-8.8(y data cleansing fr)9.8(om the)]TJ ET EMC /P <>BDC BT 9 0 0 9 543.0144 253.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 241.5064 Tm -.005 Tc [(model. ML models typically seek t)9.8(o)0( detect patterns)]TJ ET EMC /P <>BDC BT 9 0 0 9 562.4891 241.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 229.5064 Tm -.005 Tc [(in the data, and a )28.8(dir)-24.4(ty)-7.3( data set ma)7.3(y be mor)9.3(e lik)9.8(ely)]TJ ET EMC /P <>BDC BT 9 0 0 9 564.4758 229.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 217.5064 Tm -.005 Tc [(t)9.8(o)0( pr)9.8(o)7.3(vide business v)7.3(alue vs. one that has been)]TJ ET EMC /P <>BDC BT 9 0 0 9 547.6212 217.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 205.5064 Tm -.005 Tc [(cleansed t)9.8(o)0( the point wher)9.3(e the data pr)9.8(o)7.4(vide limited)]TJ ET EMC /P <>BDC BT 9 0 0 9 565.2908 205.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 193.5064 Tm -.005 Tc [(business for)9.3(esight. A)8.3(t)0( the technical security le)6.4(v)6.4(el,)]TJ ET EMC /P <>BDC BT 9 0 0 9 555.6492 193.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 181.5064 Tm -.005 Tc [(best pr)19.5(actices include a r)9.3(e)6.4(view of authentication)]TJ ET EMC /P <>BDC BT 9 0 0 9 552.0225 181.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 169.5064 Tm -.005 Tc [(cookies or t)9.8(o)0(k)9.8(ens used b)5.4(y)0( AI ser)-8.8(vices t)9.8(o)0( ensur)9.3(e that)]TJ ET EMC /P <>BDC BT 9 0 0 9 566.3588 169.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 157.5064 Tm -.005 Tc [(the)6.4(y ar)9.3(e pr)9.8(otected fr)9.8(om known vulner)19.5(abilities such)]TJ ET EMC /P <>BDC BT 9 0 0 9 560.3535 157.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 145.5064 Tm -.005 Tc [(as cr)9.8(oss-site r)9.3(equest for)9.3(ger)-8.8(y \(CSRF\) and cr)9.8(oss-site)]TJ ET EMC /P <>BDC BT 9 0 0 9 561.7367 145.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 133.5064 Tm -.005 Tc (scripting \(XSS\) attacks. )Tj ET EMC /P <>BDC BT /F1 1 Tf 9 0 0 9 361.5 109.5064 Tm (Change Management )Tj ET EMC /P <>BDC BT /F2 1 Tf 9 0 0 9 361.5 97.5064 Tm [(Change management contr)9.8(ols should be in place)]TJ ET EMC /P <>BDC BT 9 0 0 9 554.5535 97.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 85.5064 Tm -.005 Tc (for all AI solution components and subsystems,)Tj ET EMC /P <>BDC BT 9 0 0 9 549.1516 85.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 73.5064 Tm -.005 Tc [(including vir)-24.4(tual machines, befor)9.3(e deplo)7.3(ying AI)]TJ ET EMC /P <>BDC BT 9 0 0 9 545.0988 73.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 61.5064 Tm -.005 Tc [(ser)-8.8(vices. Contr)9.8(ols should r)9.3(estrict who ma)7.3(y)]TJ ET EMC /P <>BDC BT 9 0 0 9 529.099 61.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 7 0 0 7 39.7789 24.9858 Tm [(ISA)5.4(CA )]TJ ET EMC /P <>BDC BT 7 0 0 7 61.2198 24.9858 Tm [(JOURN)-8.8(AL)]TJ ET EMC /P <>BDC /GS3 gs BT 7 0 0 7 92.1285 24.9858 Tm .73 .19 0 0 k [( V)6.4(OL 4)]TJ ET EMC /P <>BDC BT 7 0 0 7 13.2407 24.9858 Tm (4)Tj ET EMC /Artifact <>BDC 0 0 0 1 K 0 J 0 j .75 w 10 M [] 0 d /GS2 gs q 1 0 0 1 30.704 33.462 cm 0 0 m 0 -39.377 l S Q EMC /Artifact <>BDC .72 .13 .67 .01 k /GS3 gs 144 125.708 204.5 121.896 re f EMC /P <>BDC BT 14 0 0 14 179.2461 218.0335 Tm 0 0 0 0 k .0351 Tc -.0351 Tw [(LEVERA)5.3(GING)17.6( )]TJ ET EMC /P <>BDC BT 14 0 0 14 152.2461 200.0335 Tm -.0175 Tw [(THREA)63(T)37.1( )19.6(TREES)17.5( IS)17.5( AN)]TJ ET EMC /P <>BDC BT 14 0 0 14 293.169 200.0335 Tm 0 Tc 0 Tw ( )Tj ET EMC /P <>BDC BT 14 0 0 14 152.2461 182.0335 Tm .0351 Tc -.0371 Tw [(EFFEC)14.1(TIVE)17.5( T)13.6(OOL)17.5( )-19.6(FOR)]TJ ET EMC /P <>BDC BT 14 0 0 14 296.792 182.0335 Tm 0 Tc 0 Tw ( )Tj ET EMC /P <>BDC BT 14 0 0 14 152.2461 164.0335 Tm .0351 Tc -.0175 Tw [(DEVEL)31.7(OPING)17.6( MI)14.1(TIGA)63(TION)]TJ ET EMC /P <>BDC BT 14 0 0 14 325.7286 164.0335 Tm 0 Tc 0 Tw ( )Tj ET EMC /P <>BDC BT 14 0 0 14 152.2461 146.0335 Tm .0351 Tc [(STRA)63(TEGIES)17.5(.)]TJ ET EMC /Figure <>BDC Q q 1 i 242.239 154.834 23 -23.75 re W n .027451 .98039 .8 .003922 k /GS3 gs q 1 0 0 1 260.343 144.546 cm 0 0 m -.099 -2.881 -.579 -5.075 -1.441 -6.582 c -2.301 -8.089 -3.643 -9.223 -5.464 -9.985 c -3.279 -13.462 l -.265 -12.104 1.937 -10.101 3.328 -7.452 c 4.389 -5.464 4.918 -2.252 4.918 2.186 c 4.918 10.382 l -4.67 10.382 l -4.67 0 l 0 0 l h -12.64 0 m -12.739 -2.881 -13.219 -5.075 -14.081 -6.582 c -14.941 -8.089 -16.283 -9.223 -18.104 -9.985 c -15.919 -13.462 l -12.905 -12.104 -10.703 -10.101 -9.312 -7.452 c -8.251 -5.464 -7.722 -2.252 -7.722 2.186 c -7.722 10.382 l -17.31 10.382 l -17.31 0 l -12.64 0 l f Q EMC /Figure <>BDC Q q 1 i 149.193 243.459 23 -23.75 re W n .027451 .98039 .8 .003922 k /GS3 gs q 1 0 0 1 154.111 230.091 cm 0 0 m .099 2.881 .579 5.075 1.441 6.582 c 2.301 8.089 3.643 9.223 5.464 9.985 c 3.279 13.462 l .265 12.104 -1.937 10.101 -3.328 7.452 c -4.389 5.464 -4.918 2.252 -4.918 -2.186 c -4.918 -10.382 l 4.67 -10.382 l 4.67 0 l 0 0 l h 12.64 0 m 12.739 2.881 13.219 5.075 14.081 6.582 c 14.941 8.089 16.283 9.223 18.104 9.985 c 15.919 13.462 l 12.905 12.104 10.703 10.101 9.312 7.452 c 8.251 5.464 7.722 2.252 7.722 -2.186 c 7.722 -10.382 l 17.31 -10.382 l 17.31 0 l 12.64 0 l f Q EMC Q endstream endobj 185 0 obj <>/ExtGState<>>> endobj 213 0 obj <> endobj 218 0 obj <> endobj 223 0 obj <> endobj 224 0 obj <>stream /P <>BDC q 1 i 0 783 603 -783 re 301.5 391.56 m W n .059998 783 603 -783 re W n /GS2 gs BT /F2 1 Tf 7 0 0 7 36.9471 23.0228 Tm 0 0 0 1 k 0 Tc 0 Tw [( 2019 ISA)5.4(CA. All rights r)9.3(eser)-8.8(v)6.4(ed. )]TJ ET EMC /P <>BDC BT /F3 1 Tf 7 0 0 7 144.4321 23.0228 Tm [(www)60.6(.isaca.or)9.3(g)]TJ ET EMC /P <>BDC BT /F2 1 Tf 7 0 0 7 488.5055 23.0228 Tm [(ISA)5.4(CA )]TJ ET EMC /P <>BDC BT 7 0 0 7 509.9464 23.0228 Tm [(JOURN)-8.8(AL)]TJ ET EMC /P <>BDC /GS3 gs BT 7 0 0 7 540.8551 23.0228 Tm .73 .19 0 0 k [( V)6.4(OL 4)]TJ ET EMC /P <>BDC BT 7 0 0 7 584.9167 23.0228 Tm (5)Tj ET EMC /P <>BDC /GS2 gs BT 9 0 0 9 36.9471 643.5065 Tm 0 0 0 1 k -.005 Tc [(intr)9.8(oduce changes and t)9.8(o)0( what extent. Examples)]TJ ET EMC /P <>BDC BT 9 0 0 9 228.6196 643.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 631.5065 Tm -.005 Tc [(include pr)9.3(e)6.4(v)6.4(enting personnel with de)6.4(v)6.4(elopment)]TJ ET EMC /P <>BDC BT 9 0 0 9 222.7321 631.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 619.5065 Tm -.005 Tc [(r)9.3(esponsibilities fr)9.8(om ha)7.3(ving rights allowing)]TJ ET EMC /P <>BDC BT 9 0 0 9 205.9812 619.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 607.5065 Tm -.005 Tc [(deplo)7.3(yment of code t)9.8(o)0( the pr)9.8(oduction AI solution.)]TJ ET EMC /P <>BDC BT 9 0 0 9 231.8378 607.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 595.5065 Tm -.005 Tc [(F)12.7(r)9.8(om an enterprise pr)9.3(epar)9.3(edness perspectiv)6.4(e, AI is)]TJ ET EMC /P <>BDC BT 9 0 0 9 236.6224 595.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 583.5065 Tm -.005 Tc [(a r)9.3(elativ)6.4(ely new solution being r)9.8(olled out int)9.8(o many)]TJ ET EMC /P <>BDC BT 9 0 0 9 235.9084 583.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 571.5065 Tm -.005 Tc [(enterprises that will change how the or)9.3(ganization)]TJ ET EMC /P <>BDC BT 9 0 0 9 230.6073 571.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 559.5065 Tm -.005 Tc [(achie)6.4(v)6.4(es cer)-24.4(tain goals. By focusing less on the)]TJ ET EMC /P <>BDC BT 9 0 0 9 221.227 559.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 547.5065 Tm -.005 Tc [(f)11.7(eatur)9.3(e r)9.3(equir)9.3(ements that will be pr)9.8(o)7.3(vided b)5.4(y)0( the AI)]TJ ET EMC /P <>BDC BT 9 0 0 9 237.3146 547.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 535.5065 Tm -.005 Tc [(solution, the enterprise adopts a public r)9.3(elations-)]TJ ET EMC /P <>BDC BT 9 0 0 9 36.9471 523.5065 Tm [(style communication effor)-24.4(t, which helps individuals)]TJ ET EMC /P <>BDC BT 9 0 0 9 239.1482 523.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 511.5065 Tm -.005 Tc [(at all le)6.4(v)6.4(els of the enterprise understand how the)]TJ ET EMC /P <>BDC BT 9 0 0 9 228.3606 511.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 499.5065 Tm -.005 Tc [(solution will benet them in their daily r)9.8(oles and)]TJ ET EMC /P <>BDC BT 9 0 0 9 224.2692 499.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 487.5065 Tm -.005 Tc [(how personnel can get specic questions the)6.4(y ha)7.3(v)6.4(e)]TJ ET EMC /P <>BDC BT 9 0 0 9 240.161 487.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 475.5065 Tm -.005 Tc [(answer)9.3(ed and the tr)19.5(aining the)6.4(y need t)9.8(o)0( successfully)]TJ ET EMC /P <>BDC BT 9 0 0 9 240.9587 475.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 463.5065 Tm -.005 Tc [(change o)7.3(v)6.4(er t)9.8(o)0( successfully le)6.4(v)6.4(e)0(r)19.5(age the pr)9.8(oduct. )]TJ ET EMC /P <>BDC BT /F1 1 Tf 9 0 0 9 36.9471 439.5065 Tm [(Security Pr)17.6(ogr)14.7(am )]TJ ET EMC /P <>BDC BT /F2 1 Tf 9 0 0 9 36.9471 427.5065 Tm (The enterprise should dene and adopt a common)Tj ET EMC /P <>BDC BT 9 0 0 9 235.9014 427.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 415.5065 Tm -.005 Tc [(security fr)19.5(amework for all AI solutions as)]TJ ET EMC /P <>BDC BT 9 0 0 9 198.1873 415.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 403.5065 Tm -.005 Tc [(mainstr)9.3(eam security fr)19.5(ameworks for AI do not)]TJ ET EMC /P <>BDC BT 9 0 0 9 218.4308 403.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 391.5065 Tm -.005 Tc [(pr)9.3(esently exist. Application of a security fr)19.5(amework)]TJ ET EMC /P <>BDC BT 9 0 0 9 238.7516 391.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 379.5065 Tm -.005 Tc [(and the contr)9.8(ols pr)9.8(o)7.3(vided b)5.4(y)0( the fr)19.5(amework will)]TJ ET EMC /P <>BDC BT 9 0 0 9 223.521 379.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 367.5065 Tm -.005 Tc [(pr)9.8(o)7.3(vide the enterprise a common appr)9.8(oach for)]TJ ET EMC /P <>BDC BT 9 0 0 9 220.2019 367.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 355.5065 Tm -.005 Tc (securing the AI solution platform and the data)Tj ET EMC /P <>BDC BT 9 0 0 9 217.5937 355.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 343.5065 Tm -.005 Tc (housed. Ongoing maintenance should include)Tj ET EMC /P <>BDC BT 9 0 0 9 217.1584 343.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 331.5065 Tm -.005 Tc [(vulner)19.5(ability and penetr)19.5(ation testing, strict patch)]TJ ET EMC /P <>BDC BT 9 0 0 9 226.281 331.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 319.5065 Tm -.005 Tc [(management, and monit)9.8(oring and logging of usage)]TJ ET EMC /P <>BDC BT 9 0 0 9 238.4536 319.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 307.5064 Tm -.005 Tc [(and changes t)9.8(o)0( AI congur)19.5(ation and algorithms.)]TJ ET EMC /P <>BDC BT 9 0 0 9 226.4883 307.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 295.5064 Tm -.005 Tc [(The enterprise should r)9.3(e)6.4(view existing security)]TJ ET EMC /P <>BDC BT 9 0 0 9 216.6885 295.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 283.5064 Tm -.005 Tc [(incident r)9.3(esponse plans and ensur)9.3(e that those)]TJ ET EMC /P <>BDC BT 9 0 0 9 218.922 283.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 271.5064 Tm -.005 Tc [(plans fully addr)9.3(ess r)9.3(esponses t)9.8(o)0( incidents aff)11.7(ecting)]TJ ET EMC /P <>BDC BT 9 0 0 9 240.1272 271.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 259.5064 Tm -.005 Tc [(AI ser)-8.8(vices. P)6.4(ersonnel should be adequately tr)19.5(ained)]TJ ET EMC /P <>BDC BT 9 0 0 9 240.3259 259.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 247.5064 Tm -.005 Tc [(thr)9.8(ough r)9.8(outine incident tablet)9.8(op ex)9.8(er)9.3(cises, r)9.3(e)0(d)]TJ ET EMC /P <>BDC BT 9 0 0 9 221.8457 247.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 235.5064 Tm -.005 Tc [(team/blue team ex)9.8(er)9.3(cises or simulated attacks t)9.8(o)]TJ ET EMC /P <>BDC BT 9 0 0 9 232.9111 235.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 223.5064 Tm -.005 Tc [(r)9.3(espond in the e)6.4(v)6.4(ent of AI security incidents or)]TJ ET EMC /P <>BDC BT 9 0 0 9 219.4068 223.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 211.5064 Tm -.005 Tc [(br)9.3(eaches. )]TJ ET EMC /P <>BDC /GS3 gs BT /F4 1 Tf 11 0 0 11 36.9471 185.5065 Tm .72 .13 .67 .01 k [(Go)7.3(v)6.4(erning AI )]TJ ET EMC /P <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 36.9471 167.5065 Tm 0 0 0 1 k [(Go)7.3(v)6.4(erning AI r)9.3(equir)9.3(es meticulous planning,)]TJ ET EMC /P <>BDC BT 9 0 0 9 205.5262 167.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 155.5065 Tm -.005 Tc [(continuous o)7.3(v)6.4(ersight and pr)9.8(oper allocation of)]TJ ET EMC /P <>BDC BT 9 0 0 9 216.0348 155.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 143.5065 Tm -.005 Tc [(r)9.3(esour)9.3(ces t)9.8(o)0( ensur)9.3(e that adopted AI ser)-8.8(vices fully)]TJ ET EMC /P <>BDC BT 9 0 0 9 231.7884 143.5065 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 131.5064 Tm -.005 Tc [(meet the needs of the enterprise stak)9.8(eholders.)]TJ ET EMC /P <>BDC BT 9 0 0 9 220.4809 131.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 119.5064 Tm -.005 Tc [(When considering the adoption of AI cognitiv)6.4(e)]TJ ET EMC /P <>BDC BT 9 0 0 9 218.544 119.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 107.5064 Tm -.005 Tc [(ser)-8.8(vices, enterprises should ask the following)]TJ ET EMC /P <>BDC BT 9 0 0 9 216.2314 107.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 95.5064 Tm -.005 Tc [(questions t)9.8(o)0( help anticipate, design and implement)]TJ ET EMC /P <>BDC BT 9 0 0 9 237.9143 95.5064 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 83.5064 Tm -.005 Tc [(good go)7.3(v)6.4(ernance pr)19.5(actices: )]TJ ET EMC /LBody <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 266.4471 643.5065 Tm .04 1 .83 0 k [(How does the enterprise secur)9.3(e and v)7.3(alidate the)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 459.0458 643.5065 Tm 0 Tc ( )Tj ET EMC /Lbl <>BDC BT /F7 1 Tf 12 0 0 12 255.4471 643.5065 Tm ()Tj ET EMC /LBody <>BDC BT /F4 1 Tf 9 0 0 9 266.4471 631.5065 Tm -.005 Tc [(integrity of information that AI cognitiv)6.4(e)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 426.7248 631.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 619.5065 Tm -.005 Tc [(ser)-8.8(vices access and ingest?)]TJ ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 378.7741 619.5065 Tm 0 0 0 1 k [(Just lik)9.8(e human)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 448.3229 619.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 607.5065 Tm -.005 Tc [(beings, AI cognitiv)6.4(e ser)-8.8(vices typically r)9.3(equir)9.3(e)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 442.0347 607.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 595.5065 Tm -.005 Tc [(business les and online documents t)9.8(o)0( examine,)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 458.0756 595.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 583.5065 Tm -.005 Tc [(corr)9.3(elate and tr)19.5(ain themselv)6.4(es. )19.5(These sour)9.3(ces)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 448.1319 583.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 571.5065 Tm -.005 Tc [(can include Ex)9.8(cel les, Access databases, etc. AI)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 458.7714 571.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 559.5065 Tm -.005 Tc [(cognitiv)6.4(e ser)-8.8(vices should use complete and)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 438.8318 559.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 547.5065 Tm -.005 Tc [(accur)19.5(ate data t)9.8(o)0( per)-7.3(form pr)9.8(ocesses or the)6.4(y ma)7.3(y)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 455.9664 547.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 535.5065 Tm -.005 Tc [(r)9.3(each faulty conclusions and trigger a multitude)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 454.3602 535.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 523.5065 Tm -.005 Tc [(of undesir)19.5(able consequences. Methods t)9.8(o)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 432.0981 523.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 511.5065 Tm -.005 Tc [(ensur)9.3(e completeness and accur)19.5(acy of data ma)7.3(y)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 455.3489 511.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 499.5065 Tm -.005 Tc [(include r)9.3(econciliations of sour)9.3(ce data after the)6.4(y)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 453.9022 499.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 487.5065 Tm -.005 Tc [(ar)9.3(e intr)9.8(oduced t)9.8(o)0( the AI solution or after the AI)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 448.7386 487.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 475.5065 Tm -.005 Tc (solution modies the data in its models. )Tj ET EMC /LBody <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 266.4471 457.5065 Tm .04 1 .83 0 k [(How can the enterprise comply with r)9.3(egulat)14.7(or)-8.8(y)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 452.7022 457.5065 Tm 0 Tc ( )Tj ET EMC /Lbl <>BDC BT /F7 1 Tf 12 0 0 12 255.4471 457.5065 Tm ()Tj ET EMC /LBody <>BDC BT /F4 1 Tf 9 0 0 9 266.4471 445.5065 Tm -.005 Tc [(authorities and cust)14.7(omer expectations as data)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 451.8102 445.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 433.5065 Tm -.005 Tc [(pass thr)17.6(ough AI cognitiv)6.4(e ser)-8.8(vices?)]TJ ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 408.7453 433.5065 Tm 0 0 0 1 k (The)Tj ET EMC /LBody <>BDC BT 9 0 0 9 430.6875 433.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 421.5065 Tm -.005 Tc [(enterprise ma)7.3(y deplo)7.3(y AI cognitiv)6.4(e ser)-8.8(vices on)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 449.1504 421.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 409.5065 Tm -.005 Tc [(pr)9.3(emise, in the cloud or somewher)9.3(e in between.)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 454.248 409.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 397.5065 Tm -.005 Tc [(AI cognitiv)6.4(e ser)-8.8(vices ma)7.3(y communicate with)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 442.3166 397.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 385.5065 Tm -.005 Tc [(se)6.4(v)6.4(e)0(r)19.5(al external endpoints or r)9.3(epor)-24.4(t data dir)9.3(ectly)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 456.8719 385.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 373.5065 Tm -.005 Tc [(t)9.8(o)0( them. AI should only communicate with)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 432.6244 373.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 361.5065 Tm -.005 Tc [(trusted sour)9.3(ces \(e.g., cust)9.8(omers, business)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 433.3123 361.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 349.5065 Tm -.005 Tc [(par)-24.4(tner networks\) that ar)9.3(e designated b)5.4(y)0( the)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 441.3566 349.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 337.5065 Tm -.005 Tc [(enterprise, using industr)-8.8(y standar)9.3(d pr)9.8(ot)9.8(ocols and)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 459.4569 337.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 325.5065 Tm -.005 Tc [(should adher)9.3(e t)9.8(o)0( applicable data priv)7.3(acy laws)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 445.8512 325.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 313.5065 Tm -.005 Tc [(such as the EU Gener)19.5(al Data Pr)9.8(otection)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 421.1523 313.5065 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 301.5064 Tm -.005 Tc [(Regulation \(GDPR\), the US Health Insur)19.5(ance)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 438.7703 301.5064 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 289.5064 Tm -.005 Tc [(P)6.4(o)0(r)-24.4(tability and Accountability Act \(HIPP)67.4(A\) and)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 448.2451 289.5064 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 277.5064 Tm -.005 Tc [(the US Gr)19.5(amm-Leach-Blile)6.4(y Act \(GLBA\).)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 422.0148 277.5064 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 265.5064 Tm -.005 Tc [(Understanding input sour)9.3(ces such as Ex)9.8(cel)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 436.0248 265.5064 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 253.5064 Tm -.005 Tc [(spr)9.3(eadsheets, at database les and web-based)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 456.5475 253.5064 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 241.5064 Tm -.005 Tc [(endpoints inv)7.3(olv)6.4(ed in AI cognitiv)6.4(e ser)-8.8(vice)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 428.5881 241.5064 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 229.5064 Tm -.005 Tc [(inter)19.5(actions ar)9.3(e critical for compliance. )]TJ ET EMC /LBody <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 266.4471 211.5064 Tm .04 1 .83 0 k [(How does the enterprise authoriz)7.8(e, monit)14.7(or and)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 456.5947 211.5064 Tm 0 Tc ( )Tj ET EMC /Lbl <>BDC BT /F7 1 Tf 12 0 0 12 255.4471 211.5064 Tm ()Tj ET EMC /LBody <>BDC BT /F4 1 Tf 9 0 0 9 266.4471 199.5064 Tm -.005 Tc [(maintain access t)14.7(o)0( outputs fr)17.6(om AI cognitiv)6.4(e)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 445.5579 199.5064 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 187.5064 Tm -.005 Tc [(ser)-8.8(vices?)]TJ ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 304.4945 187.5064 Tm 0 0 0 1 k [(With Micr)9.8(osoft A)-5.8(zur)9.3(e, access t)9.8(o)0(k)9.8(ens)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 455.6026 187.5064 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 175.5064 Tm -.005 Tc [(can be gener)19.5(ated and embedded in v)7.3(arious)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 436.2147 175.5064 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 163.5064 Tm -.005 Tc [(locations t)9.8(o)0( allow consumption of data pr)9.8(oduced)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 459.9995 163.5064 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 151.5064 Tm -.005 Tc [(b)5.4(y)0( a giv)6.4(en AI cognitiv)6.4(e ser)-8.8(vice. )19.5(This functionality)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 457.0774 151.5064 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 139.5064 Tm -.005 Tc [(appears t)9.8(o)0( incr)9.3(ease riskmost notably risk of)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 446.1895 139.5064 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 127.5064 Tm -.005 Tc [(unauthoriz)7.8(ed disclosur)9.3(e, use and/or)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 408.0554 127.5064 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 115.5064 Tm -.005 Tc [(monetization of enterprise data. Contr)9.8(olling)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 437.9992 115.5064 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 103.5064 Tm -.005 Tc [(individual access r)9.3(equir)9.3(ed t)9.8(o)0( gener)19.5(ate the)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 430.6053 103.5064 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 91.5064 Tm -.005 Tc [(t)9.8(o)0(k)9.8(ensalong with r)9.3(e)6.4(v)7.3(oking access t)9.8(o)0(k)9.8(ens fr)9.8(om)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 456.6574 91.5064 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 79.5064 Tm -.005 Tc [(the centr)19.5(al console periodically and r)9.3(efr)9.3(eshing)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 447.998 79.5064 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 67.5064 Tm -.005 Tc [(this information at end pointsma)7.3(y suciently)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 451.5992 67.5064 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 266.4471 55.5064 Tm -.005 Tc [(r)9.3(educe associated risk. )]TJ ET EMC /Artifact <>BDC 0 0 0 1 K 0 J 0 j .75 w 10 M [] 0 d q 1 0 0 1 570.156 31.289 cm 0 0 m 0 -39.376 l S Q EMC Q endstream endobj 225 0 obj <>/ExtGState<>>> endobj 239 0 obj <> endobj 244 0 obj <> endobj 253 0 obj <> endobj 272 0 obj <> endobj 273 0 obj <> endobj 274 0 obj <>stream /P <>BDC q 1 i 0 783 603 -783 re 301.5 391.56 m W n .059998 783 603 -783 re W n /GS2 gs BT /F2 1 Tf 7 0 0 7 414.6031 23.0228 Tm 0 0 0 1 k 0 Tc 0 Tw [( 2019 ISA)5.4(CA. All rights r)9.3(eser)-8.8(v)6.4(ed. )]TJ ET EMC /P <>BDC BT /F3 1 Tf 7 0 0 7 522.0879 23.0228 Tm [(www)60.6(.isaca.or)9.3(g)]TJ ET EMC /P <>BDC BT /F2 1 Tf 9 0 0 9 153 685.1552 Tm -.005 Tc [(In A)33.7(WS Sagemak)9.8(er)60.1(, managing security access t)9.8(o)]TJ ET EMC /P <>BDC BT 9 0 0 9 344.7527 685.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 153 673.1552 Tm -.005 Tc [(data and r)9.3(elated outputs is handled quite)]TJ ET EMC /P <>BDC BT 9 0 0 9 314.2016 673.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 153 661.1552 Tm -.005 Tc [(diff)11.7(er)9.3(ently than Micr)9.8(osoft A)-5.8(zur)9.3(e. F)10.3(or example,)]TJ ET EMC /P <>BDC BT 9 0 0 9 333.0446 661.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 153 649.1552 Tm -.005 Tc [(Sagemak)9.8(er Notebook Instances, which ar)9.3(e suited)]TJ ET EMC /P <>BDC BT 9 0 0 9 347.8365 649.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 153 637.1552 Tm -.005 Tc [(for individual contribut)9.8(ors t)9.8(o)0( per)-7.3(form)]TJ ET EMC /P <>BDC BT 9 0 0 9 298.3404 637.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 153 625.1552 Tm -.005 Tc [(de)6.4(v)6.4(elopment activities, ar)9.3(e Internet-enabled b)5.4(y)]TJ ET EMC /P <>BDC BT 9 0 0 9 336.0714 625.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 153 613.1552 Tm -.005 Tc [(default and should be r)9.3(econgur)9.3(ed accor)9.3(dingly t)9.8(o)]TJ ET EMC /P <>BDC BT 9 0 0 9 348.3179 613.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 153 601.1552 Tm -.005 Tc [(allow only authoriz)7.8(ed connections. Sagemak)9.8(er)]TJ ET EMC /P <>BDC BT 9 0 0 9 336.593 601.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 153 589.1552 Tm -.005 Tc [(fur)-24.4(ther r)9.3(elies on the appr)9.8(opriate setup on identity)]TJ ET EMC /P <>BDC BT 9 0 0 9 345.3749 589.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 153 577.1552 Tm -.005 Tc [(and access management \(I)-8.8(AM\) r)9.8(oles, permission)]TJ ET EMC /P <>BDC BT 9 0 0 9 346.8532 577.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 153 565.1552 Tm -.005 Tc [(policies and ser)-8.8(vice r)9.3(esour)9.3(ce congur)19.5(ation such)]TJ ET EMC /P <>BDC BT 9 0 0 9 343.34 565.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 153 553.1552 Tm -.005 Tc [(as managing Simple St)9.8(or)19.5(age Ser)-8.8(vice \(S3\) buck)9.8(et)]TJ ET EMC /P <>BDC BT 9 0 0 9 344.8044 553.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 153 541.1552 Tm -.005 Tc [(access, wher)9.3(e Sagemak)9.8(er objects and data ma)7.3(y)]TJ ET EMC /P <>BDC BT 9 0 0 9 342.9739 541.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 153 529.1552 Tm -.005 Tc [(be st)9.8(or)9.3(ed. )]TJ ET EMC /LBody <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 154 511.1552 Tm .04 1 .83 0 k -.02 Tc [(F)10.3(or v)7.3(oice and facial r)9.3(ecognition AI cognitiv)6.4(e)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 323.1281 511.1552 Tm 0 Tc ( )Tj ET EMC /Lbl <>BDC BT /F7 1 Tf 12 0 0 12 143 511.1552 Tm ()Tj ET EMC /LBody <>BDC BT /F4 1 Tf 9 0 0 9 154 499.1552 Tm -.02 Tc [(ser)-8.8(vices, is information being secur)9.3(ely st)14.7(or)9.3(ed and)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 346.2137 499.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 487.1552 Tm -.02 Tc [(deleted after it no longer ser)-8.8(v)6.4(es business)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 313.7628 487.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 475.1552 Tm -.02 Tc (purposes?)Tj ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 194.5193 475.1552 Tm 0 0 0 1 k [(St)9.8(oring v)7.3(oice or facial images for)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 326.9468 475.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 463.1552 Tm -.02 Tc [(periods longer than r)9.3(equir)9.3(ed b)5.4(y)0( law \(and/or the)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 332.401 463.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 451.1552 Tm -.02 Tc [(business\) intr)9.8(oduces unnecessar)-8.8(y cost and legal)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 340.1397 451.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 439.1552 Tm -.02 Tc [(risk, especially r)9.3(elated t)9.8(o)0( priv)7.3(acy compliance.)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 325.3961 439.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 427.1552 Tm -.02 Tc [(De)6.4(v)6.4(eloping data r)9.3(etention and pur)9.3(ge dir)9.3(ectiv)6.4(es)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 154 415.1552 Tm [(along with manual or aut)9.8(omatic mechanisms t)9.8(o)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 336.4742 415.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 403.1552 Tm -.02 Tc [(enfor)9.3(ce themwill allow enterprises t)9.8(o)0( r)9.3(etain only)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 342.9134 403.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 391.1552 Tm -.02 Tc [(information r)9.3(equir)9.3(ed t)9.8(o)0( meet stak)9.8(eholder needs.)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 337.7535 391.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 379.1552 Tm -.02 Tc [(Enterprises can star)-24.4(t b)5.4(y)0( identifying and)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 302.253 379.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 367.1552 Tm -.02 Tc [(documenting AI data inv)6.4(ent)9.8(ories, categorizing)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 328.5422 367.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 355.1552 Tm -.02 Tc [(those data b)5.4(y)0( impor)-24.4(tance t)9.8(o)0( the enterprise \(i.e.,)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 333.4384 355.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 343.1552 Tm -.02 Tc [(sensitiv)6.4(e, non-sensitiv)6.4(e\), and cr)9.3(eating policies and)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 343.9816 343.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 331.1552 Tm -.02 Tc [(pr)9.8(ocedur)9.3(es t)9.8(o)0( implement data pur)9.3(ge mechanisms)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 344.8239 331.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 319.1552 Tm -.02 Tc [(that will either inform enterprise personnel t)9.8(o)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 324.6402 319.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 307.1552 Tm -.02 Tc [(r)9.3(e)6.4(view data befor)9.3(e pur)9.3(ging it or aut)9.8(omatically)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 325.954 307.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 295.1552 Tm -.02 Tc [(pur)9.3(ge the data after its usefulness has expir)9.3(ed.)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 332.5417 295.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 154 277.1552 Tm .04 1 .83 0 k -.005 Tc [(Will the enterprise r)9.3(egularly tak)9.8(e action t)14.7(o)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 320.9203 277.1552 Tm 0 Tc ( )Tj ET EMC /Lbl <>BDC BT /F7 1 Tf 12 0 0 12 143 277.1552 Tm ()Tj ET EMC /LBody <>BDC BT /F4 1 Tf 9 0 0 9 154 265.1552 Tm -.005 Tc [(identify and r)9.3(emo)7.3(v)6.4(e)0( human bias fr)17.6(om its AI data)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 345.8824 265.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 253.1552 Tm -.005 Tc [(pr)17.6(ocessing?)]TJ ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 202.6404 253.1552 Tm 0 0 0 1 k [(Human populations ar)9.3(e not equally)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 347.3435 253.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 241.1552 Tm -.005 Tc [(r)9.3(epr)9.3(esented or empower)9.3(ed technologically;)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 324.0215 241.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 229.1552 Tm -.005 Tc [(consequently)52.3(, information pr)9.8(oducts and ser)-8.8(vices)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 345.5659 229.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 217.1552 Tm -.005 Tc [(can ex)9.8(clude cer)-24.4(tain populations fr)9.8(om accessing)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 343.0182 217.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 205.1552 Tm -.005 Tc [(data and ser)-8.8(vices. A mobile application, for)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 324.0359 205.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 193.1552 Tm -.005 Tc [(example, ma)7.3(y show users driving a car as the)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 332.7635 193.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 181.1552 Tm -.005 Tc [(fastest path t)9.8(o)0( their destinationbut what about)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 344.084 181.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 169.1552 Tm -.005 Tc [(bus or bik)9.8(e riders? Do the)6.4(y get the same or)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 322.1254 169.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 157.1552 Tm -.005 Tc [(similar information? If not, ther)9.3(e ma)7.3(y be an)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 322.7747 157.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 145.1552 Tm -.005 Tc [(implicit bias t)9.8(owar)9.3(d people who driv)6.4(e carsand)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 341.5109 145.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 133.1552 Tm -.005 Tc [(the enterprise)39.1()54.7(s)0( potential r)9.3(e)6.4(v)6.4(enue ma)7.3(y be)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 315.0215 133.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 154 121.1552 Tm -.005 Tc [(cur)-24.4(tailed due t)9.8(o)0( this bias. )]TJ ET EMC /P <>BDC BT 9 0 0 9 153 97.1552 Tm [(AI learns t)9.8(o)0( mak)9.8(e decisions based on data)]TJ ET EMC /P <>BDC BT 9 0 0 9 320.2178 97.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 153 85.1552 Tm -.005 Tc [(pr)9.8(o)7.3(vided b)5.4(y)0( human administr)19.5(at)9.8(ors. Machine bias)]TJ ET EMC /P <>BDC BT 9 0 0 9 345.222 85.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 153 73.1552 Tm -.005 Tc [(can be intr)9.8(oduced inadv)6.4(er)-24.4(tently when human)]TJ ET EMC /P <>BDC BT 9 0 0 9 330.0472 73.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 153 61.1552 Tm -.005 Tc [(administr)19.5(at)9.8(ors fail t)9.8(o)0( anticipate cer)-24.4(tain)]TJ ET EMC /P <>BDC BT 9 0 0 9 305.9136 61.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.5 685.1552 Tm -.005 Tc [(pr)9.3(ejudicial inf)11.7(er)9.3(ences made via data pr)9.8(o)10.3(xies. F)10.3(o)0(r)]TJ ET EMC /P <>BDC BT 9 0 0 9 561.9434 685.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.5 673.1552 Tm -.005 Tc [(example, a user ma)7.3(y wish t)9.8(o)0( pr)9.3(eclude bias fr)9.8(om a)]TJ ET EMC /P <>BDC BT 9 0 0 9 566.2378 673.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.5 661.1552 Tm -.005 Tc [(data population or sample; ther)9.3(efor)9.3(e, the user)]TJ ET EMC /P <>BDC BT 9 0 0 9 550.837 661.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.5 649.1552 Tm -.005 Tc [(decides t)9.8(o)0( ex)9.8(clude the r)19.5(ace of individuals in the)]TJ ET EMC /P <>BDC BT 9 0 0 9 557.8608 649.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.5 637.1552 Tm -.005 Tc [(population, but, without fur)-24.4(ther thought, r)9.3(etains)]TJ ET EMC /P <>BDC BT 9 0 0 9 556.415 637.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.5 625.1552 Tm -.005 Tc (their zip codes. Because zip codes can be used)Tj ET EMC /P <>BDC BT 9 0 0 9 557.7452 625.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.5 613.1552 Tm -.005 Tc [(t)9.8(o)0( inf)11.7(er r)19.5(aceand thus constitute a potential data)]TJ ET EMC /P <>BDC BT 9 0 0 9 565.4667 613.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.5 601.1552 Tm -.005 Tc [(pr)9.8(o)10.3(xythe)6.4(y ma)7.3(y \(r)9.3(e\)intr)9.8(oduce unintentional bias.)]TJ ET EMC /P <>BDC BT 9 0 0 9 563.7111 601.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.5 589.1552 Tm -.005 Tc [(Routine audits of data input sour)9.3(ces, r)9.3(elated)]TJ ET EMC /P <>BDC BT 9 0 0 9 545.3757 589.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.5 577.1552 Tm -.005 Tc [(components and pr)9.8(ocessing algorithms can help)]TJ ET EMC /P <>BDC BT 9 0 0 9 564.2942 577.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.5 565.1552 Tm -.005 Tc [(identify and r)9.3(emo)7.3(v)6.4(e)0( bias fr)9.8(om cognitiv)6.4(e ser)-8.8(vices,)]TJ ET EMC /P <>BDC BT 9 0 0 9 563.9297 565.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 371.5 553.1552 Tm -.005 Tc [(wher)9.3(e possible. )]TJ ET EMC /LBody <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 372.5 535.1552 Tm .04 1 .83 0 k [(How will the enterprise identify)81.6(, socializ)7.8(e and)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 552.6314 535.1552 Tm 0 Tc ( )Tj ET EMC /Lbl <>BDC BT /F7 1 Tf 12 0 0 12 361.5 535.1552 Tm ()Tj ET EMC /LBody <>BDC BT /F4 1 Tf 9 0 0 9 372.5 523.1552 Tm -.005 Tc [(ensur)9.3(e compliance with emer)9.3(ging r)9.3(egulations)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 555.1317 523.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 511.1552 Tm -.005 Tc (on local, state, national and international)Tj ET EMC /LBody <>BDC BT 9 0 0 9 534.8947 511.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 499.1552 Tm -.005 Tc [(le)6.4(v)6.4(els?)]TJ ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 400.2267 499.1552 Tm 0 0 0 1 k [(P)6.4(oor implementation of AI can ha)7.3(v)6.4(e)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 548.5103 499.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 487.1552 Tm -.005 Tc [(legal r)19.5(amications. Go)7.3(v)6.4(ernance stak)9.8(eholders)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 550.1307 487.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 475.1552 Tm -.005 Tc [(acr)9.8(oss the enterprise should be asking two)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 541.6986 475.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 372.5 463.1552 Tm -.005 Tc (critical questions: )Tj ET EMC /P <>BDC BT 9 0 0 9 371.5 451.1552 Tm 0 Tc ()Tj ET EMC /P <>BDC BT 9 0 0 9 377.3613 451.1552 Tm ( )Tj ET EMC /P <>BDC BT 9 0 0 9 379.5443 451.1552 Tm -.005 Tc [(If AI mak)9.8(es the wr)9.8(ong decision or r)9.3(eaches an)]TJ ET EMC /P <>BDC BT 9 0 0 9 556.8839 451.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 379.5 439.1552 Tm -.005 Tc [(incorr)9.3(ect conclusionand the enterprise acts)]TJ ET EMC /P <>BDC BT 9 0 0 9 557.4328 439.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 379.5 427.1552 Tm -.005 Tc [(on itwhat ar)9.3(e the consequences? )]TJ ET EMC /P <>BDC BT 9 0 0 9 371.5 415.1552 Tm 0 Tc ()Tj ET EMC /P <>BDC BT 9 0 0 9 377.3613 415.1552 Tm ( )Tj ET EMC /P <>BDC BT 9 0 0 9 379.5443 415.1552 Tm -.005 Tc [(What laws go)7.3(v)6.4(ern the use of AI? )]TJ ET EMC /P <>BDC BT 9 0 0 9 361.5 175.1552 Tm [(Se)6.4(v)6.4(e)0(r)19.5(al AI-r)9.3(elated bills ha)7.3(v)6.4(e)0( been intr)9.8(oduced)]TJ ET EMC /P <>BDC BT 9 0 0 9 535.5032 175.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 163.1552 Tm -.005 Tc [(r)9.3(ecently b)5.4(y)0( the US Congr)9.3(ess.)]TJ ET EMC /P <>BDC BT 5.4 0 0 5.4 474.1951 165.8552 Tm -.0083 Tc (15)Tj ET EMC /P <>BDC BT 9 0 0 9 480.1697 163.1552 Tm -.005 Tc [( )19.5(The Self Driv)6.4(e Act)]TJ ET EMC /P <>BDC BT 9 0 0 9 552.2863 163.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 151.1552 Tm -.005 Tc [(\(H.R. 3388\) addr)9.3(esses saf)11.7(ety of aut)9.8(omated)]TJ ET EMC /P <>BDC BT 9 0 0 9 531.5654 151.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 139.1552 Tm -.005 Tc [(v)6.4(ehicles; the A)42.5(V)0( Star)-24.4(t Act \(S. 1885\) aims at pr)9.8(oper)]TJ ET EMC /P <>BDC BT 9 0 0 9 558.0321 139.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 127.1552 Tm -.005 Tc [(use of driv)6.4(erless cars; the F)10.8(utur)9.3(e of Ar)-24.4(ticial)]TJ ET EMC /P <>BDC BT 9 0 0 9 535.0704 127.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 115.1552 Tm -.005 Tc [(Intelligence Act \(H.R. 4625\) seeks t)9.8(o)0( cr)9.3(eate an)]TJ ET EMC /P <>BDC BT 9 0 0 9 543.8243 115.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 103.1552 Tm -.005 Tc [(advisor)-8.8(y committee on AI-specic issues; the AI)]TJ ET EMC /P <>BDC BT 9 0 0 9 550.3149 103.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 91.1552 Tm -.005 Tc [(Jobs Act \(H.R. 4829\) r)9.3(equests a US Depar)-24.4(tment of)]TJ ET EMC /P <>BDC BT 9 0 0 9 560.0961 91.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 79.1552 Tm -.005 Tc [(Labor r)9.3(epor)-24.4(t assessing the impact of AI on the)]TJ ET EMC /P <>BDC BT 9 0 0 9 544.4362 79.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 361.5 67.1552 Tm -.005 Tc [(workfor)9.3(ce; and the National Security Commission)]TJ ET EMC /P <>BDC BT 9 0 0 9 556.5685 67.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 7 0 0 7 39.7789 24.9858 Tm [(ISA)5.4(CA )]TJ ET EMC /P <>BDC BT 7 0 0 7 61.2198 24.9858 Tm [(JOURN)-8.8(AL)]TJ ET EMC /P <>BDC /GS3 gs BT 7 0 0 7 92.1285 24.9858 Tm .73 .19 0 0 k [( V)6.4(OL 4)]TJ ET EMC /P <>BDC BT 7 0 0 7 13.2407 24.9858 Tm (6)Tj ET EMC /Artifact <>BDC 0 0 0 1 K 0 J 0 j .75 w 10 M [] 0 d /GS2 gs q 1 0 0 1 30.704 33.462 cm 0 0 m 0 -39.377 l S Q EMC /Artifact <>BDC .72 .13 .67 .01 k /GS3 gs 361.067 192.615 205.933 211.433 re f EMC /P <>BDC BT 14 0 0 14 397.313 374.4775 Tm 0 0 0 0 k .0151 Tc -.0175 Tw [(IF)17.5( )19.6(THE)17.5( P)67.3(A)5.3(CE)17.5( OF)17.5( AI)]TJ ET EMC /P <>BDC BT 14 0 0 14 514.4524 374.4775 Tm 0 Tc 0 Tw ( )Tj ET EMC /P <>BDC BT 14 0 0 14 370.313 356.4775 Tm .0151 Tc -.0175 Tw [(REGUL)-9.3(A)63(TION)17.5( IN)17.5( 2017)17.5(-)17.5(1)0(8)17.5( IS)]TJ ET EMC /P <>BDC BT 14 0 0 14 543.3931 356.4775 Tm 0 Tc 0 Tw ( )Tj ET EMC /P <>BDC BT 14 0 0 14 370.313 338.4775 Tm .0151 Tc -.0175 Tw [(AN)13.6(Y)17.5( INDICA)63(TION)17.5(,)35.1( )19.6(THE)17.5( NEXT)]TJ ET EMC /P <>BDC BT 14 0 0 14 550.3862 338.4775 Tm 0 Tc 0 Tw ( )Tj ET EMC /P <>BDC BT 14 0 0 14 370.313 320.4774 Tm .0151 Tc -.0175 Tw [(FIVE)17.5( )19.6(T)13.6(O)17.5( 10)17.5( YEARS)17.5( M)-8.8(A)45.9(Y)]TJ ET EMC /P <>BDC BT 14 0 0 14 519.5207 320.4774 Tm 0 Tc 0 Tw ( )Tj ET EMC /P <>BDC BT 14 0 0 14 370.313 302.4774 Tm .0151 Tc -.0175 Tw [(PRESEN)14.1(T)37.1( A)17.5( REGUL)-9.3(A)63(T)13.6(OR)23.4(Y)]TJ ET EMC /P <>BDC BT 14 0 0 14 534.5188 302.4774 Tm 0 Tc 0 Tw ( )Tj ET EMC /P <>BDC BT 14 0 0 14 370.313 284.4774 Tm .0151 Tc -.0175 Tw [(A)42.4(V)36.6(AL)-9.3(ANCHE)17.5( REQUIRING)]TJ ET EMC /P <>BDC BT 14 0 0 14 527.9969 284.4774 Tm 0 Tc 0 Tw ( )Tj ET EMC /P <>BDC BT 14 0 0 14 370.313 266.4774 Tm .0151 Tc -.0371 Tw [(EN)14.1(TERPRISES)17.5( T)13.6(O)17.5( )-19.6(EXP)67.3(AND)]TJ ET EMC /P <>BDC BT 14 0 0 14 539.3999 266.4774 Tm 0 Tc 0 Tw ( )Tj ET EMC /P <>BDC BT 14 0 0 14 370.313 248.4774 Tm .0151 Tc [(RESOURCES)17.5()17.5(B)0(O)13.1(T)0(H)]TJ ET EMC /P <>BDC BT 14 0 0 14 497.548 248.4774 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 14 0 0 14 370.313 230.4774 Tm .0151 Tc -.0175 Tw [(TECHNOL)31.7(OGICAL)17.5( AND)]TJ ET EMC /P <>BDC BT 14 0 0 14 515.7872 230.4774 Tm 0 Tc 0 Tw ( )Tj ET EMC /P <>BDC BT 14 0 0 14 370.313 212.4774 Tm .0151 Tc -.0175 Tw [(HUM)-8.8(AN)17.5()17.5(T)13.6(O)17.5( KEEP)17.5( UP)175.7(.)]TJ ET EMC /Figure <>BDC Q q 1 i 515.34 221.741 23 -23.75 re W n .027451 .98039 .8 .003922 k /GS3 gs q 1 0 0 1 533.444 211.453 cm 0 0 m -.099 -2.881 -.579 -5.075 -1.441 -6.582 c -2.301 -8.089 -3.643 -9.223 -5.464 -9.985 c -3.279 -13.462 l -.265 -12.104 1.937 -10.101 3.328 -7.452 c 4.389 -5.464 4.918 -2.252 4.918 2.186 c 4.918 10.382 l -4.67 10.382 l -4.67 0 l 0 0 l h -12.64 0 m -12.739 -2.881 -13.219 -5.075 -14.081 -6.582 c -14.941 -8.089 -16.283 -9.223 -18.104 -9.985 c -15.919 -13.462 l -12.905 -12.104 -10.703 -10.101 -9.312 -7.452 c -8.251 -5.464 -7.722 -2.252 -7.722 2.186 c -7.722 10.382 l -17.31 10.382 l -17.31 0 l -12.64 0 l f Q EMC /Figure <>BDC Q q 1 i 367.26 399.903 23 -23.75 re W n .027451 .98039 .8 .003922 k /GS3 gs q 1 0 0 1 372.178 386.535 cm 0 0 m .099 2.881 .579 5.075 1.441 6.582 c 2.301 8.089 3.643 9.223 5.464 9.985 c 3.279 13.462 l .265 12.104 -1.937 10.101 -3.328 7.452 c -4.389 5.464 -4.918 2.252 -4.918 -2.186 c -4.918 -10.382 l 4.67 -10.382 l 4.67 0 l 0 0 l h 12.64 0 m 12.739 2.881 13.219 5.075 14.081 6.582 c 14.941 8.089 16.283 9.223 18.104 9.985 c 15.919 13.462 l 12.905 12.104 10.703 10.101 9.312 7.452 c 8.251 5.464 7.722 2.252 7.722 -2.186 c 7.722 -10.382 l 17.31 -10.382 l 17.31 0 l 12.64 0 l f Q EMC Q endstream endobj 275 0 obj <>/ExtGState<>>> endobj 301 0 obj <> endobj 306 0 obj <> endobj 311 0 obj <> endobj 316 0 obj <> endobj 321 0 obj <> endobj 326 0 obj <> endobj 331 0 obj <> endobj 336 0 obj <> endobj 341 0 obj <> endobj 346 0 obj <> endobj 351 0 obj <> endobj 356 0 obj <> endobj 361 0 obj <> endobj 366 0 obj <> endobj 371 0 obj <> endobj 372 0 obj <>stream /P <>BDC q 1 i 0 783 603 -783 re 301.5 391.56 m W n .059998 783 603 -783 re W n /GS2 gs BT /F2 1 Tf 7 0 0 7 36.9471 23.0228 Tm 0 0 0 1 k 0 Tc 0 Tw [( 2019 ISA)5.4(CA. All rights r)9.3(eser)-8.8(v)6.4(ed. )]TJ ET EMC /P <>BDC BT /F3 1 Tf 7 0 0 7 144.4321 23.0228 Tm [(www)60.6(.isaca.or)9.3(g)]TJ ET EMC /P <>BDC BT /F2 1 Tf 7 0 0 7 488.5055 23.0228 Tm [(ISA)5.4(CA )]TJ ET EMC /P <>BDC BT 7 0 0 7 509.9464 23.0228 Tm [(JOURN)-8.8(AL)]TJ ET EMC /P <>BDC /GS3 gs BT 7 0 0 7 540.8551 23.0228 Tm .73 .19 0 0 k [( V)6.4(OL 4)]TJ ET EMC /P <>BDC BT 7 0 0 7 584.9167 23.0228 Tm (7)Tj ET EMC /P <>BDC /GS2 gs BT 9 0 0 9 36.9471 685.1552 Tm 0 0 0 1 k -.005 Tc [(Ar)-24.4(ticial Intelligence Act of 2018 \(H.R. 5356\) seeks)]TJ ET EMC /P <>BDC BT 9 0 0 9 237.8463 685.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 673.1552 Tm -.005 Tc [(t)9.8(o)0( establish a commission that r)9.3(e)6.4(views adv)7.3(ances in)]TJ ET EMC /P <>BDC BT 9 0 0 9 240.3182 673.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 661.1552 Tm -.005 Tc [(AI, with a focus on pr)9.8(omoting US national security)52.3(.)]TJ ET EMC /P <>BDC BT 9 0 0 9 235.0173 661.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 649.1552 Tm -.005 Tc [(If the pace of AI r)9.3(egulation in 2017-18 is any)]TJ ET EMC /P <>BDC BT 9 0 0 9 210.1098 649.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 637.1552 Tm -.005 Tc [(indication, the next v)6.4(e t)9.8(o)0( 10 y)6.4(ears ma)7.3(y pr)9.3(esent a)]TJ ET EMC /P <>BDC BT 9 0 0 9 231.2171 637.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 625.1552 Tm -.005 Tc [(r)9.3(egulat)9.8(or)-8.8(y a)7.3(v)7.3(alanche r)9.3(equiring enterprises t)9.8(o)]TJ ET EMC /P <>BDC BT 9 0 0 9 212.5587 625.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 613.1552 Tm -.005 Tc [(expand r)9.3(esour)9.3(cesboth technological and human)]TJ ET EMC /P <>BDC BT 9 0 0 9 36.9471 601.1552 Tm [(t)9.8(o)0( k)9.8(eep up. )19.5(Ther)9.3(e ar)9.3(e not many AI-r)9.3(elated)]TJ ET EMC /P <>BDC BT 9 0 0 9 198.8387 601.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 589.1552 Tm -.005 Tc [(r)9.3(egulations outside of the United States. )]TJ ET EMC /P <>BDC /GS3 gs BT /F4 1 Tf 11 0 0 11 36.9471 563.1552 Tm .72 .13 .67 .01 k (Conclusion )Tj ET EMC /P <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 36.9471 545.1552 Tm 0 0 0 1 k [(AI has intr)9.8(oduced a myriad of new challenges. It)]TJ ET EMC /P <>BDC BT 9 0 0 9 226.0731 545.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 533.1552 Tm -.02 Tc [(entails a signicant learning cur)-8.8(v)6.4(enot only in)]TJ ET EMC /P <>BDC BT 9 0 0 9 212.5313 533.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 521.1552 Tm -.02 Tc (assessing, adopting and securing AI solutions, but)Tj ET EMC /P <>BDC BT 9 0 0 9 227.8819 521.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 509.1552 Tm -.02 Tc [(also in complying with existing r)9.3(egulations and)]TJ ET EMC /P <>BDC BT 9 0 0 9 214.9395 509.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 497.1552 Tm -.02 Tc [(pr)9.3(eparing for new or emer)9.3(ging ones. Go)7.3(v)6.4(ernments)]TJ ET EMC /P <>BDC BT 9 0 0 9 228.7953 497.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 485.1552 Tm -.02 Tc [(worldwide ar)9.3(e expanding r)9.3(equir)9.3(ements, and)]TJ ET EMC /P <>BDC BT 9 0 0 9 203.1389 485.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 473.1552 Tm -.02 Tc [(enterprises must k)9.8(eep pace with a shifting \(and often)]TJ ET EMC /P <>BDC BT 9 0 0 9 239.6905 473.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 461.1552 Tm -.02 Tc [(internationally fr)19.5(agmented or discontinuous\))]TJ ET EMC /P <>BDC BT 9 0 0 9 206.3695 461.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 449.1552 Tm -.02 Tc [(r)9.3(egulat)9.8(or)-8.8(y landscape. Despite the challenges, AI)]TJ ET EMC /P <>BDC BT 9 0 0 9 219.3165 449.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 437.1552 Tm -.02 Tc [(pr)9.8(omises explosiv)6.4(e gr)9.8(owth potential acr)9.8(oss many)]TJ ET EMC /P <>BDC BT 9 0 0 9 226.2246 437.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 425.1552 Tm -.02 Tc [(industries and facets of human lif)11.7(e. AI intr)9.8(oduces new)]TJ ET EMC /P <>BDC BT 9 0 0 9 242.077 425.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 413.1552 Tm -.02 Tc [(potential gr)9.8(owth r)9.3(egar)9.3(ding labor pr)9.8(oduction and how)]TJ ET EMC /P <>BDC BT 9 0 0 9 237.115 413.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 401.1552 Tm -.02 Tc [(individuals eff)11.7(ectiv)6.4(ely use their time. Oppor)-24.4(tunities t)9.8(o)]TJ ET EMC /P <>BDC BT 9 0 0 9 238.6409 401.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 389.1552 Tm -.02 Tc [(optimiz)7.8(e AI for business and pr)9.8(oduct inno)7.3(v)7.3(ation,)]TJ ET EMC /P <>BDC BT 9 0 0 9 220.8108 389.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 377.1552 Tm -.02 Tc [(augmentation of the labor for)9.3(ce and AI)54.7(s potential t)9.8(o)]TJ ET EMC /P <>BDC BT 9 0 0 9 234.9929 377.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 365.1552 Tm -.02 Tc [(gr)9.8(ow domestic economies ar)9.3(e the shining potential)]TJ ET EMC /P <>BDC BT 9 0 0 9 232.2279 365.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC BT 9 0 0 9 36.9471 353.1552 Tm -.02 Tc [(r)9.3(esulting fr)9.8(om the AI r)9.3(e)6.4(v)7.3(olution.)]TJ ET EMC /P <>BDC BT 9 0 0 9 156.4982 353.1552 Tm 0 Tc ( )Tj ET EMC /P <>BDC /GS3 gs BT /F4 1 Tf 11 0 0 11 36.9471 327.1552 Tm .72 .13 .67 .01 k -.005 Tc (Endnotes )Tj ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 54.3108 309.1552 Tm 0 0 0 1 k [(Mark)9.8(etW)16.1(atch, )58.6(A)0(r)-24.4(ticial Intelligence )]TJ ET EMC /Lbl <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 41.9471 309.1552 Tm .04 1 .83 0 k 0 Tc (1)Tj ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 53.9471 297.1552 Tm 0 0 0 1 k -.005 Tc [(Mark)9.8(et Siz)7.8(e Is Pr)9.8(ojected t)9.8(o)0( Be Ar)9.8(ound )]TJ ET EMC /LBody <>BDC BT 9 0 0 9 53.9471 285.1552 Tm [(US$191 Billion b)5.4(y)0( 2024,)83( 8 A)5.4(ugust 2018,)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 210.5059 285.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT /F3 1 Tf 9 0 0 9 53.9471 273.1552 Tm -.005 Tc [(https:/)109.4(/www)60.6(.mark)9.8(etwatch.com/pr)9.3(ess-r)9.3(elease/ )]TJ ET EMC /LBody <>BDC BT 9 0 0 9 53.9471 261.1552 Tm [(ar)-24.4(ticial-intelligence-mark)9.8(et-siz)7.8(e-is-pr)9.8(ojected-t)9.8(o-)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 53.9471 249.1552 Tm [(be-ar)9.8(ound-us-191-billion-b)5.4(y-2024-2018-08-08 )]TJ ET EMC /LBody <>BDC BT /F2 1 Tf 9 0 0 9 54.3108 237.1552 Tm [(Mark)9.8(et Resear)9.3(ch Engine, )]TJ ET EMC /LBody <>BDC BT /F3 1 Tf 9 0 0 9 153.9538 237.1552 Tm [(Ar)-24.4(ticial Intelligence)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 232.8744 237.1552 Tm 0 Tc ( )Tj ET EMC /Lbl <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 41.9471 237.1552 Tm .04 1 .83 0 k (2)Tj ET EMC /LBody <>BDC /GS2 gs BT /F3 1 Tf 9 0 0 9 53.9471 225.1552 Tm 0 0 0 1 k -.005 Tc [(Mark)9.8(et b)5.4(y)0( )19.5(T)48.4(echnology \(Machine Learning,)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 214.8741 225.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 53.9471 213.1552 Tm -.005 Tc [(Natur)19.5(al Language Pr)9.8(ocessing, Image)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 196.321 213.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 53.9471 201.1552 Tm -.005 Tc [(Pr)9.8(ocessing, Speech Recognition\); b)5.4(y)0( End-User)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 231.2032 201.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 53.9471 189.1552 Tm -.005 Tc [(\(Media & Adv)6.4(er)-24.4(tising, BFSI, I)14.2(T)19.6( & )19.5(T)48.4(elecom, Retail,)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 237.7371 189.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 53.9471 177.1552 Tm -.005 Tc [(Healthcar)9.3(e, A)5.4(u)0(t)9.8(omotiv)6.4(e & )19.5(T)36.6(r)19.5(anspor)-24.4(tation\) and b)5.4(y)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 242.1075 177.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 53.9471 165.1552 Tm -.005 Tc [(Regional AnalysisGlobal F)10.3(o)0(r)9.3(ecast b)5.4(y)0( )]TJ ET EMC /LBody <>BDC BT 9 0 0 9 53.9471 153.1552 Tm (2018-2024)Tj ET EMC /LBody <>BDC BT /F2 1 Tf 9 0 0 9 95.5805 153.1552 Tm (, December 2018,)Tj ET EMC /LBody <>BDC BT 9 0 0 9 163.9648 153.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT /F3 1 Tf 9 0 0 9 53.9471 141.1552 Tm -.005 Tc [(https:/)109.4(/www)60.6(.mark)9.8(etr)9.3(esear)9.3(chengine.com/ )]TJ ET EMC /LBody <>BDC BT 9 0 0 9 53.9471 129.1552 Tm [(ar)-24.4(ticial-intelligence-mark)9.8(et )]TJ ET EMC /LBody <>BDC BT /F2 1 Tf 9 0 0 9 272.8107 685.1552 Tm [(Shoham, Y)103(.; R. P)6.4(err)19.5(ault; E. Br)-8.8(ynjolfsson; )]TJ ET EMC /Lbl <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 260.4471 685.1552 Tm .04 1 .83 0 k 0 Tc (3)Tj ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 272.4471 673.1552 Tm 0 0 0 1 k -.005 Tc [(J. Clark; J. Manyika; J.C. Niebles; )19.5(T)106.5(.)0( L)65(y)7.3(ons; J.)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 447.2558 673.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 661.1552 Tm -.005 Tc [(Etchemendy; B. Gr)9.8(osz; Z. Bauer; The AI Index)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 451.8116 661.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 649.1552 Tm -.005 Tc [(2018 Annual Repor)-24.4(t,)83( AI Index Steering)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 423.9619 649.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 637.1552 Tm -.005 Tc [(Committee, Human-Center)9.3(ed AI Initiativ)6.4(e,)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 435.0779 637.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 625.1552 Tm -.005 Tc [(Stanfor)9.3(d Univ)6.4(ersity)52.3(, California, USA, )]TJ ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 613.1552 Tm (December 2018, )Tj ET EMC /LBody <>BDC BT /F3 1 Tf 9 0 0 9 339.1098 613.1552 Tm [(http:/)109.4(/cdn.aiindex.or)9.3(g/2018/ )]TJ ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 601.1552 Tm [(AI%20Index%202018%20Annual%20Repor)-24.4(t.pdf )]TJ ET EMC /LBody <>BDC BT 9 0 0 9 272.8107 589.1552 Tm (Ibid. )Tj ET EMC /Lbl <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 260.4471 589.1552 Tm .04 1 .83 0 k 0 Tc (4)Tj ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 272.8107 577.1552 Tm 0 0 0 1 k -.005 Tc [(Bur)9.3(eau of Labor Statistics, Computer and)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 438.4244 577.1552 Tm 0 Tc ( )Tj ET EMC /Lbl <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 260.4471 577.1552 Tm .04 1 .83 0 k (5)Tj ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 272.4471 565.1552 Tm 0 0 0 1 k -.005 Tc [(Information )19.5(T)48.4(echnology Occupations,)83( USA,)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 443.352 565.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT /F3 1 Tf 9 0 0 9 272.4471 553.1552 Tm -.005 Tc [(https:/)109.4(/www)60.6(.bls.go)7.3(v/ooh/computer-and-)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 541.1552 Tm (information-technology/ )Tj ET EMC /LBody <>BDC BT /F2 1 Tf 9 0 0 9 272.8107 529.1552 Tm [(edX, Micr)9.8(osoft Pr)9.8(of)11.7(essional Pr)9.8(ogr)19.5(am in)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 430.9031 529.1552 Tm 0 Tc ( )Tj ET EMC /Lbl <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 260.4471 529.1552 Tm .04 1 .83 0 k (6)Tj ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 272.4471 517.1552 Tm 0 0 0 1 k -.005 Tc [(Ar)-24.4(ticial Intelligence,)83( )]TJ ET EMC /LBody <>BDC BT /F3 1 Tf 9 0 0 9 359.1649 517.1552 Tm [(https:/)109.4(/www)60.6(.edx.or)9.3(g/ )]TJ ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 505.1552 Tm [(micr)9.8(osoft-pr)9.8(of)11.7(essional-pr)9.8(ogr)19.5(am-ar)-24.4(ticial-)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 493.1552 Tm (intelligence )Tj ET EMC /LBody <>BDC BT /F2 1 Tf 9 0 0 9 272.8107 481.1552 Tm [(Southern New Hampshir)9.3(e Univ)6.4(ersity \(SNHU\),)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 448.7999 481.1552 Tm 0 Tc ( )Tj ET EMC /Lbl <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 260.4471 481.1552 Tm .04 1 .83 0 k (7)Tj ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 272.4471 469.1552 Tm 0 0 0 1 k -.005 Tc [(Online Bachelor)-7.8()54.7(s)0( Degr)9.3(ee: BS in Information)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 446.5699 469.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 457.1552 Tm -.005 Tc [(T)48.4(echnologies Robotics & Ar)-24.4(ticial Intelligence,)83()]TJ ET EMC /LBody <>BDC BT 9 0 0 9 456.9413 457.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT /F3 1 Tf 9 0 0 9 272.4471 445.1552 Tm -.005 Tc [(https:/)109.4(/www)60.6(.snhu.edu/online-degr)9.3(ees/ )]TJ ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 433.1552 Tm (bachelors/bs-in-information-technologies/ )Tj ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 421.1552 Tm [(r)9.8(obotics-and-ar)-24.4(ticial-intelligence )]TJ ET EMC /LBody <>BDC BT /F2 1 Tf 9 0 0 9 272.8107 409.1552 Tm [(A)33.7(WS, Machine Learning,)83()]TJ ET EMC /LBody <>BDC BT 9 0 0 9 373.3152 409.1552 Tm 0 Tc ( )Tj ET EMC /Lbl <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 260.4471 409.1552 Tm .04 1 .83 0 k (8)Tj ET EMC /LBody <>BDC /GS2 gs BT /F3 1 Tf 9 0 0 9 272.4471 397.1552 Tm 0 0 0 1 k -.02 Tc [(https:/)109.4(/aws.amaz)7.8(on.com/tr)19.5(aining/learning-paths/)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 458.3672 397.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 385.1552 Tm -.005 Tc (machine-learning/ )Tj ET EMC /LBody <>BDC BT /F2 1 Tf 9 0 0 9 272.8107 373.1552 Tm [(A)33.7(WS, )58.6(A)33.7(WS )19.5(T)36.6(r)19.5(aining and Cer)-24.4(tication,)83()]TJ ET EMC /LBody <>BDC BT 9 0 0 9 422.2392 373.1552 Tm 0 Tc ( )Tj ET EMC /Lbl <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 260.4471 373.1552 Tm .04 1 .83 0 k (9)Tj ET EMC /LBody <>BDC /GS2 gs BT /F3 1 Tf 9 0 0 9 272.4471 361.1552 Tm 0 0 0 1 k -.005 Tc [(https:/)109.4(/www)60.6(.aws.tr)19.5(aining/ )]TJ ET EMC /LBody <>BDC BT /F2 1 Tf 9 0 0 9 272.9743 349.1552 Tm [(A)33.7(WS, )58.6(Amaz)7.8(on SageMak)9.8(er Pricing,)83()]TJ ET EMC /LBody <>BDC BT 9 0 0 9 411.8171 349.1552 Tm 0 Tc ( )Tj ET EMC /Lbl <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 255.4471 349.1552 Tm .04 1 .83 0 k (10)Tj ET EMC /LBody <>BDC /GS2 gs BT /F3 1 Tf 9 0 0 9 272.4471 337.1552 Tm 0 0 0 1 k -.005 Tc [(https:/)109.4(/aws.amaz)7.8(on.com/sagemak)9.8(er/pricing/ )]TJ ET EMC /LBody <>BDC BT /F2 1 Tf 9 0 0 9 272.9743 325.1552 Tm [(Pr)19.5(abhu, M.; Security and Priv)7.3(acy in Ar)-24.4(ticial)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 446.3392 325.1552 Tm 0 Tc ( )Tj ET EMC /Lbl <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 255.4471 325.1552 Tm .04 1 .83 0 k (11)Tj ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 272.4471 313.1552 Tm 0 0 0 1 k -.005 Tc [(Intelligence and Machine LearningP)5.4(ar)-24.4(t 1: )]TJ ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 301.1552 Tm [(La)7.3(y of the Land,)83( )]TJ ET EMC /LBody <>BDC BT /F3 1 Tf 9 0 0 9 339.4142 301.1552 Tm [(T)48.4(owar)9.3(ds Data Science)]TJ ET EMC /LBody <>BDC BT /F2 1 Tf 9 0 0 9 425.654 301.1552 Tm (, )Tj ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 289.1552 Tm (28 July 2018, )Tj ET EMC /LBody <>BDC BT /F3 1 Tf 9 0 0 9 326.9599 289.1552 Tm [(https:/)109.4(/t)9.8(owar)9.3(dsdatascience.com/ )]TJ ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 277.1552 Tm [(security-and-priv)7.3(acy-in-ar)-24.4(ticial-intelligence-and-)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 265.1552 Tm [(machine-learning-par)-24.4(t-1-c6f607f)11.7(eb94b )]TJ ET EMC /LBody <>BDC BT /F2 1 Tf 9 0 0 9 272.9743 253.1552 Tm [(Agile Modeling, Data Flow Diagr)19.5(am \(DFD\)s: )]TJ ET EMC /Lbl <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 255.4471 253.1552 Tm .04 1 .83 0 k 0 Tc (12)Tj ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 272.4471 241.1552 Tm 0 0 0 1 k -.005 Tc [(An Agile Intr)9.8(oduction,)83( )]TJ ET EMC /LBody <>BDC BT /F3 1 Tf 9 0 0 9 361.5916 241.1552 Tm [(www)60.6(.agilemodeling.com/ )]TJ ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 229.1552 Tm [(ar)-24.4(tifacts/dataFlowDiagr)19.5(am.htm )]TJ ET EMC /LBody <>BDC BT /F2 1 Tf 9 0 0 9 272.9743 217.1552 Tm [(Agile Modeling, UML 2 Deplo)7.3(yment Diagr)19.5(ams:)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 456.2871 217.1552 Tm 0 Tc ( )Tj ET EMC /Lbl <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 255.4471 217.1552 Tm .04 1 .83 0 k (13)Tj ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 272.4471 205.1552 Tm 0 0 0 1 k -.005 Tc [(An Agile Intr)9.8(oduction,)83( )]TJ ET EMC /LBody <>BDC BT /F3 1 Tf 9 0 0 9 361.5916 205.1552 Tm [(www)60.6(.agilemodeling.com/ )]TJ ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 193.1552 Tm [(ar)-24.4(tifacts/deplo)7.3(ymentDiagr)19.5(am.htm )]TJ ET EMC /LBody <>BDC BT /F2 1 Tf 9 0 0 9 272.9743 181.1552 Tm [(Howar)9.3(d, M.; D)49.8(.)0( LeBlanc; )]TJ ET EMC /LBody <>BDC BT /F3 1 Tf 9 0 0 9 367.6429 181.1552 Tm [(W)10.3(riting Secur)9.3(e Code)]TJ ET EMC /LBody <>BDC BT /F2 1 Tf 9 0 0 9 446.2412 181.1552 Tm 0 Tc (,)Tj ET EMC /LBody <>BDC BT 9 0 0 9 447.9628 181.1552 Tm ( )Tj ET EMC /Lbl <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 255.4471 181.1552 Tm .04 1 .83 0 k (14)Tj ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 272.4471 169.1552 Tm 0 0 0 1 k -.005 Tc [(Micr)9.8(osoft Pr)9.3(ess, USA, 2003 )]TJ ET EMC /LBody <>BDC BT 9 0 0 9 272.9743 157.1552 Tm [(F)10.3(onz)7.8(one, C.; K. Heinz)7.8(elman; What Congr)9.3(ess)54.7(s)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 453.5308 157.1552 Tm 0 Tc ( )Tj ET EMC /Lbl <>BDC /GS3 gs BT /F4 1 Tf 9 0 0 9 255.4471 157.1552 Tm .04 1 .83 0 k (15)Tj ET EMC /LBody <>BDC /GS2 gs BT /F2 1 Tf 9 0 0 9 272.4471 145.1552 Tm 0 0 0 1 k -.005 Tc [(First Steps Int)9.8(o AI Legislation P)6.4(o)0(r)-24.4(tend,)83()]TJ ET EMC /LBody <>BDC BT 9 0 0 9 425.7694 145.1552 Tm 0 Tc ( )Tj ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 133.1552 Tm -.005 Tc [(Bloomber)9.3(g Law Big Law Business, )]TJ ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 121.1552 Tm [(15 Ma)7.3(y 2018, )]TJ ET EMC /LBody <>BDC BT /F3 1 Tf 9 0 0 9 327.5807 121.1552 Tm [(https:/)109.4(/biglawbusiness.com/ )]TJ ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 109.1552 Tm [(what-congr)9.3(esss-rst-steps-int)9.8(o-ai-legislation-)]TJ ET EMC /LBody <>BDC BT 9 0 0 9 272.4471 97.1552 Tm [(por)-24.4(tend)]TJ ET EMC /Artifact <>BDC 0 0 0 1 K 0 J 0 j .75 w 10 M [] 0 d q 1 0 0 1 570.156 31.289 cm 0 0 m 0 -39.376 l S Q EMC Q endstream endobj 373 0 obj <>/ExtGState<>>> endobj 6 0 obj <> endobj 5 0 obj <> endobj 45 0 obj <>stream AdobedC         #"""#'''''''''' +" s!1AQa"q2B#R3b$r%C4Scs5D'6Tdt& EFVU(eufv7GWgw8HXhx)9IYiy*:JZjz?f͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6lٳf͛6l endstream endobj 46 0 obj <>stream Adobed         #"""#''''''''''     !! 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