Graph Explorer · 50 participants · 100 sessions
KOLAB Graph ExplorerEvery rendered session graph with Human-Agent Transition, Workflow Topology, Collaboration Burst, and AI Retention computed directly on it. Node color = actor (human / AI); yellow ring = branch point; pink dashed ring = merge point; pink edge = crosses the human–AI boundary; dashed dark arc = loop (genuine revisit).
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Session p1 (s1) — Film editor
p1 (s2) — Film editor
p2 (s1) — Aerospace engineer
p2 (s2) — Aerospace engineer
p3 (s1) — Marketing specialist
p3 (s2) — Marketing specialist
p4 (s1) — Faculty
p4 (s2) — Faculty
p5 (s1) — Data privacy consultant
p5 (s2) — Data privacy consultant
p6 (s1) — Attorney
p6 (s2) — Attorney
p7 (s1) — Founder and Co-CEO, and AI Domain Expert Contractor
p7 (s2) — Founder and Co-CEO, and AI Domain Expert Contractor
p8 (s1) — Clinical laboratory scientist
p8 (s2) — Clinical laboratory scientist
p9 (s1) — Sound designer and composer
p9 (s2) — Sound designer and composer
p10 (s1) — Doctor
p10 (s2) — Doctor
p11 (s1) — Bioinformatician
p11 (s2) — Bioinformatician
p12 (s1) — Family social science
p12 (s2) — Family social science
p13 (s1) — Import and logistic manager
p13 (s2) — Import and logistic manager
p14 (s1) — Scientific writer and editor
p14 (s2) — Scientific writer and editor
p15 (s1) — Clinical subject matter expert
p15 (s2) — Clinical subject matter expert
p16 (s1) — Faculty
p16 (s2) — Faculty
p17 (s1) — Faculty
p17 (s2) — Faculty
p18 (s1) — Metallurgical engineer
p18 (s2) — Metallurgical engineer
p19 (s1) — Graphic designer
p19 (s2) — Graphic designer
p20 (s1) — Photographer
p20 (s2) — Photographer
p21 (s1) — Graphic designer
p21 (s2) — Graphic designer
p22 (s1) — Mechanical engineer
p22 (s2) — Mechanical engineer
p23 (s1) — Digital marketing strategist
p23 (s2) — Digital marketing strategist
p24 (s1) — Aerospace engineer
p24 (s2) — Aerospace engineer
p25 (s1) — GIS Specialist
p25 (s2) — GIS Specialist
p26 (s1) — Cartographer & GIS Specialist
p26 (s2) — Cartographer & GIS Specialist
p27 (s1) — GIS Specialist
p27 (s2) — GIS Specialist
p28 (s1) — 3D animator
p28 (s2) — 3D animator
p29 (s1) — Financial analyst
p29 (s2) — Financial analyst
p30 (s1) — Architect
p30 (s2) — Architect
p31 (s1) — Data analyst
p31 (s2) — Data analyst
p32 (s1) — Musician and audio professional
p32 (s2) — Musician and audio professional
p34 (s1) — Audio engineer and music composer
p34 (s2) — Audio engineer and music composer
p35 (s1) — Mechanical engineer
p35 (s2) — Mechanical engineer
p36 (s1) — 3D animator
p36 (s2) — 3D animator
p37 (s1) — Paralegal
p37 (s2) — Paralegal
p38 (s1) — Legal manager
p38 (s2) — Legal manager
p39 (s1) — Lawyer and legal annotator
p39 (s2) — Lawyer and legal annotator
p40 (s1) — Journalist
p40 (s2) — Journalist
p41 (s1) — Hydraulics and hydrological engineer
p41 (s2) — Hydraulics and hydrological engineer
p42 (s1) — Sales Development Representative (SDR) / B2B Lead Generation Specialist / Appointment Setter
p42 (s2) — Sales Development Representative (SDR) / B2B Lead Generation Specialist / Appointment Setter
p43 (s1) — Hotel Asset Management / Finance
p43 (s2) — Hotel Asset Management / Finance
p44 (s1) — Business intelligence analyst
p44 (s2) — Business intelligence analyst
p45 (s1) — Journalist
p45 (s2) — Journalist
p46 (s1) — Architect
p46 (s2) — Architect
p47 (s1) — Video editor
p47 (s2) — Video editor
p48 (s1) — Bioinformatician
p48 (s2) — Bioinformatician
p49 (s1) — Medical AI Researcher
p49 (s2) — Medical AI Researcher
p50 (s1) — Sales and Marketing Ops
p50 (s2) — Sales and Marketing Ops
p51 (s1) — Senior Project Manager
p51 (s2) — Senior Project Manager
Graph source All
cross )★ [ADOPT] human used the AI output as-is★ [MODIFY] used it after editing★ [REJECT] discarded it
p1
s1
Film editor
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.240
Edges (total / crossing) 25 / 6
Workflow Topology
Branching W = Br / |E| 0.080
Branch / Merge / Loop 2 / 2 / 2
Collaboration Burst
Human Bh (n=23) 0.087
Human Mh 0.162
Handoff Bho (n=6) 0.284
Handoff Mho -0.354
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 2/0/2
Step 1 n1 Step 2 n2 n3 n4 n5 n6 n7 n8 n9 n10 [ADOPT] Step 3 n11 n12 n13 n14 n15 n15b n15c n16 [ADOPT] n17 n18 n19 n20 n21 n22 n23 n24
p1
s2
Film editor
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.400
Edges (total / crossing) 30 / 12
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=29) 0.037
Human Mh 0.307
Handoff Bho (n=12) 0.158
Handoff Mho -0.475
AI Retention
Strict (adopt only) 0.125
Broad (adopt+modify) 0.875
Responses (adopt/modify/total) 1/6/8
Step-1 n1 n2 n3 n4 n5 n6 [MODIFY] Step-2 n7 n8 n9 n10 n11 [MODIFY] n12 n13 n14 [REJECT] [MODIFY] n15 [MODIFY] Step-3 n17 n18 n19 n20 n21 n22 n23 n24 n25 [MODIFY] Step-4 n26 n27 n28 n29 n30 [MODIFY] Step-5 n31 n32 n33 n34 [ADOPT] n35 n36
p2
s1
Aerospace engineer
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.483
Edges (total / crossing) 58 / 28
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=48) 0.130
Human Mh 0.469
Handoff Bho (n=28) 0.405
Handoff Mho -0.179
AI Retention
Strict (adopt only) 0.875
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 7/1/8
Step 1-2 1a 1b 1c 1d 1e 1f Step 3 2a [ADOPT] 2b 2c 2d 2e 2f 2g 2h 2i 2j 2k 2l 2m [ADOPT] [ADOPT] 2n 2o 2p 2q Step 4 3a 3b 3c 3d 3e 3f 3g 3h [ADOPT] 3i [ADOPT] Step 5 4a 4b 4c 4d 4e 4f 4g 4h [ADOPT] 4i 4j 4k [MODIFY] 4l 4m 4n 4o 4p 4q 4r 4s 4t 4u 4v 4w 4x [ADOPT] 4y 4z 4aa 4ab 4ac 4ad
p2
s2
Aerospace engineer
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.562
Edges (total / crossing) 64 / 36
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=51) 0.057
Human Mh -0.144
Handoff Bho (n=36) 0.232
Handoff Mho -0.382
AI Retention
Strict (adopt only) 0.400
Broad (adopt+modify) 0.700
Responses (adopt/modify/total) 4/3/10
Step 1 1a 1b 1c 1d 1e 1f 1g 1h 1i 1j 1k 1l 1m 1n 1o 1p 1q [ADOPT] [MODIFY] [REJECT] Step 2 2a 2b 2c 2d 2e 2f 2g 2h 2i 2j [ADOPT] Step 3 3a 3b 3c 3d [MODIFY] Step 4 4a 4b 4c 4d 4e 4f 4g 4h 4i 4j [MODIFY] 4k 4l 4m 4n 4o 4p 4q [REJECT] 4r 4s 4t 4u 4v 4w Step 5 5a [REJECT] 5b 5c 5d 5e 5f 5g 5h 5i [ADOPT] 5j 5k 5l 5m 5n 5o [ADOPT]
p3
s1
Marketing specialist
Business & Finance
Human-Agent Transition
Hcross (edge heterophily) 0.588
Edges (total / crossing) 34 / 20
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=30) 0.006
Human Mh -0.020
Handoff Bho (n=20) 0.088
Handoff Mho 0.057
AI Retention
Strict (adopt only) 0.500
Broad (adopt+modify) 0.875
Responses (adopt/modify/total) 4/3/8
Step 1 1a 1b 1c Step 2 2a 2b 2c 2d 2e 2f [ADOPT] 2g 2h [REJECT] 2i 2j 2k 2l [ADOPT] Step 3 3a 3b 3c 3d 3e [ADOPT] Step 5 4a 4b [ADOPT] 4c Step 6 5a 5b Step 4 6a 6b 6c [MODIFY] 6d 6e 6f 6g 6h 6i 6j [MODIFY] 6k 6l 6m 6n [MODIFY] 6o
p3
s2
Marketing specialist
Business & Finance
Human-Agent Transition
Hcross (edge heterophily) 0.486
Edges (total / crossing) 37 / 18
Workflow Topology
Branching W = Br / |E| 0.054
Branch / Merge / Loop 2 / 1 / 0
Collaboration Burst
Human Bh (n=33) -0.094
Human Mh -0.318
Handoff Bho (n=18) 0.030
Handoff Mho -0.125
AI Retention
Strict (adopt only) 0.857
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 6/1/7
Step 1 1a 1b 1c Step 2 2a 2b 2c 2d 2e 2f 2g 2ga 2h [ADOPT] 2i 2j [ADOPT] Step 3 3a 3b 3c 3d 3e 3f [ADOPT] 3g 3h [MODIFY] Step 4 4a 4b 4c 4d 4e Step 2 5a 5b 5c Step 3 6a [ADOPT] 6b 6c [ADOPT] Step 5 7a 7b 7c 7d 7e 7f Step 6 8a 8b 8c 8d [ADOPT] 8e
p4
s1
Faculty
Education
Human-Agent Transition
Hcross (edge heterophily) 0.600
Edges (total / crossing) 45 / 27
Workflow Topology
Branching W = Br / |E| 0.067
Branch / Merge / Loop 3 / 3 / 2
Collaboration Burst
Human Bh (n=34) -0.143
Human Mh 0.288
Handoff Bho (n=27) 0.054
Handoff Mho -0.394
AI Retention
Strict (adopt only) 0.889
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 8/1/9
Step 1 1a 1b 1c 1d 1e [ADOPT] 1f 1g 1h 1i 1j 1k 1l 1m 1n 1o [ADOPT] 1p 1q 1r 1s 1t [ADOPT] 1u Step 2 2a 2b 2c 2d 2da 2db [ADOPT] 2e Step 3 3a 3b 3c 3d [MODIFY] Step 4 4a 4b 4c 4d 4e 4f 4g 4h 4i 4j 4k [ADOPT] [ADOPT] [ADOPT] [ADOPT] 4l Step 1 5a 5b 5c
p4
s2
Faculty
Education
Human-Agent Transition
Hcross (edge heterophily) 0.873
Edges (total / crossing) 79 / 69
Workflow Topology
Branching W = Br / |E| 0.038
Branch / Merge / Loop 3 / 3 / 0
Collaboration Burst
Human Bh (n=46) -0.172
Human Mh -0.119
Handoff Bho (n=69) -0.020
Handoff Mho -0.050
AI Retention
Strict (adopt only) 0.636
Broad (adopt+modify) 0.636
Responses (adopt/modify/total) 7/0/11
Step 1 1a 1b 1c 1d 1e 1f 1g 1h 1i 1j 1k 1l 1m 1n 1o 1p [REJECT] Step 2 2a 2b 2c [REJECT] 2d 2e 2f 2g 2h 2i 2j 2k 2l 2m 2n 2o 2p 2q 2r 2s [REJECT] 2t 2u Step 3 3a [ADOPT] 3b 3c 3d 3e 3f Step 4 4a [ADOPT] 4b 4c 4d 4e [ADOPT] 4f 4g 4h 4i [ADOPT] 4j 4k 4l 4m 4n [REJECT] 4o 4p 4q 4r 4s 4t 4u 4v 4w 4x 4y 4z 4aa [ADOPT] 4ab 4ac 4ad 4ae Step 5 5a [ADOPT] 5b 5c 5d 5e 5f 5g [ADOPT]
p5
s1
Data privacy consultant
Business & Finance
Human-Agent Transition
Hcross (edge heterophily) 0.533
Edges (total / crossing) 30 / 16
Workflow Topology
Branching W = Br / |E| 0.167
Branch / Merge / Loop 5 / 5 / 0
Collaboration Burst
Human Bh (n=20) -0.162
Human Mh -0.108
Handoff Bho (n=16) -0.104
Handoff Mho 0.109
AI Retention
Strict (adopt only) 0.667
Broad (adopt+modify) 0.667
Responses (adopt/modify/total) 4/0/6
Step 1 1a 1b 1c 1d 1e [ADOPT] 1f 1g 1h 1i Step 2 2a [ADOPT] 2b 2c 2d 2e 2f 2g 2h 2i 2j Step 3 3a 3b 3c [REJECT] [REJECT] [ADOPT] 3d 3e 3f 3g 3h 3i [ADOPT]
p5
s2
Data privacy consultant
Business & Finance
Human-Agent Transition
Hcross (edge heterophily) 0.519
Edges (total / crossing) 27 / 14
Workflow Topology
Branching W = Br / |E| 0.185
Branch / Merge / Loop 5 / 5 / 1
Collaboration Burst
Human Bh (n=19) -0.002
Human Mh -0.287
Handoff Bho (n=14) -0.038
Handoff Mho 0.056
AI Retention
Strict (adopt only) 0.833
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 5/1/6
Step 1 a1 Step 2 + 3 + 4 b1 b2 b3 b4 Step 5 e1 e2 e3 e4 [ADOPT] Step 6 f1 f2 f3 f4 f5 f6 f7 f8 f9 f10 f11 f12 f13 f14 f15 f16 f17 [MODIFY] [ADOPT] [ADOPT] [ADOPT] [ADOPT]
p6
s1
Attorney
Legal
Human-Agent Transition
Hcross (edge heterophily) 0.564
Edges (total / crossing) 39 / 22
Workflow Topology
Branching W = Br / |E| 0.128
Branch / Merge / Loop 5 / 5 / 0
Collaboration Burst
Human Bh (n=27) -0.116
Human Mh -0.218
Handoff Bho (n=22) -0.178
Handoff Mho -0.287
AI Retention
Strict (adopt only) 0.250
Broad (adopt+modify) 0.938
Responses (adopt/modify/total) 4/11/16
Step 1 1a 1b 1ba 1c [ADOPT] 1d 1e 1f [ADOPT] 1g 1h 1ha [ADOPT] 1i [MODIFY] Step 2 2a 2b 2ba 2bb [ADOPT] 2c [MODIFY] 2d 2e 2f [MODIFY] 2g 2h 2i [MODIFY] [MODIFY] Step 3 3a 3b 3ba [MODIFY] 3c [MODIFY] Step 5 4a 4b 4c 4d 4e 4f [MODIFY] [MODIFY] 4g 4h 4ha [MODIFY] 4i [REJECT] 4j 4k [MODIFY]
p6
s2
Attorney
Legal
Human-Agent Transition
Hcross (edge heterophily) 0.842
Edges (total / crossing) 19 / 16
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=16) -0.122
Human Mh -0.332
Handoff Bho (n=16) -0.073
Handoff Mho -0.448
AI Retention
Strict (adopt only) 0.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 0/7/7
Step 1 + Step 2 + Step 3 + Step 4 1a 1b 1c [MODIFY] 1d 1e 1f Step 4 2a 2b 2c 2d 2e 2f [MODIFY] [MODIFY] Step 5 3a 3b 3c [MODIFY] Step 4 4a 4b 4c [MODIFY] Step 5 5a 5b 5c 5d 5e 5f [MODIFY] [MODIFY]
p7
s1
Founder and Co-CEO, and AI Domain Expert Contractor
Management
Human-Agent Transition
Hcross (edge heterophily) 0.833
Edges (total / crossing) 12 / 10
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=9) -0.194
Human Mh 0.336
Handoff Bho (n=10) -0.051
Handoff Mho 0.116
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 1/0/1
Step 1 1a 1b 1c 1d 1e 1f [ADOPT] Step 2 2a 2b 2c 2d 2e 2f 2g 2h
p7
s2
Founder and Co-CEO, and AI Domain Expert Contractor
Management
Human-Agent Transition
Hcross (edge heterophily) 0.800
Edges (total / crossing) 20 / 16
Workflow Topology
Branching W = Br / |E| 0.100
Branch / Merge / Loop 2 / 2 / 0
Collaboration Burst
Human Bh (n=17) -0.191
Human Mh -0.339
Handoff Bho (n=16) -0.219
Handoff Mho 0.061
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 8/0/8
Step 1 1a 1b 1c 1d 1e 1f [ADOPT] [ADOPT] Step 2 2a 2b 2c [ADOPT] Step 3 3a 3b 3c [ADOPT] Step 4 4a 4b 4c [ADOPT] Step 5 5a 5b 5c [ADOPT] Step 6 6a 6b 6c Step 7 7a 7b 7c [ADOPT] 7d [ADOPT]
p8
s1
Clinical laboratory scientist
Healthcare
Human-Agent Transition
Hcross (edge heterophily) 0.750
Edges (total / crossing) 40 / 30
Workflow Topology
Branching W = Br / |E| 0.025
Branch / Merge / Loop 1 / 1 / 0
Collaboration Burst
Human Bh (n=29) -0.216
Human Mh -0.235
Handoff Bho (n=30) -0.128
Handoff Mho -0.276
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 2/0/2
Step 1 a1 a2 a3 a4 a5 a6 a7 a8 a9 [ADOPT] Step 2 b1 b2 b3 Step 3 c1 c2 c3 c4 c5 c6 c7 c8 c9 c10 c11 c12 c13 c14 c15 Step 4 d1 d2 d3 d4 d5 d6 d7 d8 d9 d10 d11 Step 5 e1 e2 e3 e4 e5 e6 [ADOPT]
p8
s2
Clinical laboratory scientist
Healthcare
Human-Agent Transition
Hcross (edge heterophily) 0.812
Edges (total / crossing) 32 / 26
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=22) -0.022
Human Mh -0.152
Handoff Bho (n=26) -0.036
Handoff Mho 0.201
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 2/0/2
Step 1 a1 a2 a3 a4 a5 a6 a7 a8 a9 a10 a11 a12 a13 a14 a15 a16 a17 a18 a19 a20 Step 2 d1 d2 d3 d4 d5 d6 d7 d8 d9 d10 d11 d12 [ADOPT] Step 5 e1 e2 e3 [ADOPT]
p9
s1
Sound designer and composer
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.645
Edges (total / crossing) 31 / 20
Workflow Topology
Branching W = Br / |E| 0.161
Branch / Merge / Loop 5 / 3 / 0
Collaboration Burst
Human Bh (n=22) 0.122
Human Mh -0.041
Handoff Bho (n=20) 0.173
Handoff Mho 0.163
AI Retention
Strict (adopt only) 0.727
Broad (adopt+modify) 0.818
Responses (adopt/modify/total) 8/1/11
Step 1 a1 a2 a3 a4 [REJECT] Step 2 b1 b2 b3 b4 b5 b6 b7 b8 [REJECT] b9 b10 Step 3 c1 c2 c3 c4 c5 [ADOPT] [MODIFY] [ADOPT] c6 c7 [ADOPT] Step 5 d1 d2 d3 d4 [ADOPT] d5 [ADOPT] Step 4 e1 e2 e3 [ADOPT] [ADOPT] e4 e5 [ADOPT] e6 e7
p9
s2
Sound designer and composer
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.516
Edges (total / crossing) 62 / 32
Workflow Topology
Branching W = Br / |E| 0.032
Branch / Merge / Loop 2 / 2 / 0
Collaboration Burst
Human Bh (n=51) 0.015
Human Mh 0.151
Handoff Bho (n=32) 0.198
Handoff Mho -0.270
AI Retention
Strict (adopt only) 0.500
Broad (adopt+modify) 0.900
Responses (adopt/modify/total) 5/4/10
Step 1 a1 a2 a3 a4 a5 Step 2 b1 b2 b3 b4 b5 [ADOPT] [ADOPT] Step 3 c1 c2 c3 c4 c5 c6 Step 4 d1 [ADOPT] [ADOPT] d2 d3 d4 d5 d6 d7 d8 d9 [MODIFY] [ADOPT] d10 d11 d12 d13 d14 d15 d16 d17 d18 d19 d20 [MODIFY] d21 d22 d23 d24 d25 d26 [MODIFY] Step 5 e1 e2 e3 e4 e5 e6 e7 e8 [MODIFY] Step 4 f1 f2 f3 f4 f5 f6 f7 f8 f9 f10 f11 f12 f13 f14 f15 [REJECT] custom-1 g1 g2
p10
s1
Doctor
Healthcare
Human-Agent Transition
Hcross (edge heterophily) 0.303
Edges (total / crossing) 66 / 20
Workflow Topology
Branching W = Br / |E| 0.121
Branch / Merge / Loop 8 / 8 / 0
Collaboration Burst
Human Bh (n=49) 0.071
Human Mh -0.025
Handoff Bho (n=20) 0.269
Handoff Mho 0.007
AI Retention
Strict (adopt only) 0.222
Broad (adopt+modify) 0.333
Responses (adopt/modify/total) 2/1/9
Step 1 a1 a2 a3 a4 a5 a6 a7 a8 a9 [REJECT] a10 a11 a12 a13 [ADOPT] a14 a15 [REJECT] a16 a17 a18 a19 a20 a21 a22 a23 a24 a25 a26 a27 a28 [MODIFY] a29 a30 a31 a32 a33 a34 [REJECT] a35 a35a a36 a37 a38 a39 a40 a41 a42 [REJECT] a43 a44 a45 a46 a47 a48 a49 a50 a51 a52 a53 [REJECT] a54 a55 a56 a57 [REJECT] a58 [ADOPT]
p10
s2
Doctor
Healthcare
Human-Agent Transition
Hcross (edge heterophily) 0.633
Edges (total / crossing) 98 / 62
Workflow Topology
Branching W = Br / |E| 0.092
Branch / Merge / Loop 9 / 9 / 0
Collaboration Burst
Human Bh (n=59) 0.117
Human Mh 0.235
Handoff Bho (n=62) 0.336
Handoff Mho -0.070
AI Retention
Strict (adopt only) 0.600
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 3/2/5
Step 1 a1 a2 a3 a4 a5 a6 a7 a8 a9 a10 a11 a12 a13 a14 a15 a16 a17 [ADOPT] a18 a19 a20 a21 a22 a23 a24 a25 a26 a27 a28 a29 a30 a31 a32 a33 a34 a35 a36 a37 a38 a39 a40 a41 a42 a43 a44 a45 a46 a47 a48 a49 a50 a51 a52 a53 a54 a55 a56 a57 a58 a59 a60 a61 a62 a63 a64 a65 a66 a67 a68 a69 a70 a71 a72 a73 a74 a75 a76 a77 a78 a79 a80 a81 a82 a83 a84 a85 [MODIFY] [MODIFY] a86 a87 a88 [ADOPT] a89 a90 [ADOPT]
p11
s1
Bioinformatician
Computer & Mathematical
Human-Agent Transition
Hcross (edge heterophily) 0.471
Edges (total / crossing) 34 / 16
Workflow Topology
Branching W = Br / |E| 0.029
Branch / Merge / Loop 1 / 1 / 0
Collaboration Burst
Human Bh (n=30) -0.100
Human Mh 0.458
Handoff Bho (n=16) -0.145
Handoff Mho -0.773
AI Retention
Strict (adopt only) 0.875
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 7/1/8
Step 1 a1 a2 a3 a4 a5 Step 2 b1 b2 Step 3 c1 c2 c3 c4 c5 [ADOPT] c6 c7 c8 [ADOPT] Step 4 d1 d2 d3 d4 [ADOPT] d5 d6 d7 [ADOPT] d8 d9 d10 d11 [ADOPT] Step 5 e1 e2 e3 [ADOPT] e4 e5 e6 e7 [MODIFY] e8 e9 e10 [ADOPT] e11 e12
p11
s2
Bioinformatician
Computer & Mathematical
Human-Agent Transition
Hcross (edge heterophily) 0.690
Edges (total / crossing) 58 / 40
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=44) 0.055
Human Mh -0.131
Handoff Bho (n=40) 0.241
Handoff Mho -0.328
AI Retention
Strict (adopt only) 0.818
Broad (adopt+modify) 0.909
Responses (adopt/modify/total) 9/1/11
Step 1 a1 a2 a3 a4 [ADOPT] a5 a6 a7 [ADOPT] a8 a9 a10 a11 a12 a13 a14 Step 2 b1 b2 b3 b4 b5 b6 [ADOPT] b7 b8 b9 [ADOPT] Step 3 c1 c2 c3 c4 c5 c6 [ADOPT] [ADOPT] c7 c8 c9 c10 [ADOPT] Step 4 d1 d2 d3 d4 [ADOPT] d5 d6 d7 d8 d9 [ADOPT] d10 d11 d12 d13 d14 d15 d16 Step 5 e1 [MODIFY] e2 e3 e4 e5 e6 e7 e8 e9 [REJECT] Step 6 f1 f2 f3 f4 f5 f6
p12
s1
Family social science
Science
Human-Agent Transition
Hcross (edge heterophily) 0.355
Edges (total / crossing) 93 / 33
Workflow Topology
Branching W = Br / |E| 0.183
Branch / Merge / Loop 17 / 16 / 11
Collaboration Burst
Human Bh (n=48) -0.148
Human Mh -0.043
Handoff Bho (n=32) -0.020
Handoff Mho -0.168
AI Retention
Strict (adopt only) 0.500
Broad (adopt+modify) 0.875
Responses (adopt/modify/total) 4/3/8
Step 1 a1 a2 a2a a3 a4 a5 a6 a7 a7a a7b a8 a9 a9a a9b a10 [MODIFY] Step 3 b1 b2 b3 b4 b5 b6 b7 b8 [ADOPT] Step 4 c1 c2 c3 c4 c5 c6 c7 Step 2 d1 d2 d3 f1 f2 f3 f4 f4a f4b f5 f6 f7 f8 f9 f10 f10a f10b f10c f10d f10e f10e1 f10f [REJECT] f10g f10h f11 f11a f12 [MODIFY] [MODIFY] [ADOPT] Step 5 g1 g2 g3 [ADOPT] g4 g5 g6 g7 g8 [ADOPT]
p12
s2
Family social science
Science
Human-Agent Transition
Hcross (edge heterophily) 0.512
Edges (total / crossing) 43 / 22
Workflow Topology
Branching W = Br / |E| 0.093
Branch / Merge / Loop 4 / 4 / 2
Collaboration Burst
Human Bh (n=31) 0.036
Human Mh 0.127
Handoff Bho (n=22) 0.076
Handoff Mho 0.233
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 6/0/6
Step 1+2+3 b1 b2 b2a b3 b4 b5 b6 b7 b8 b9 b10 b11 b12 b13 b14 b15 [ADOPT] [ADOPT] b16 b17 Step 4 c1 c2 c3 c4 [ADOPT] c5 c6 c7 c8 c9 c10 [ADOPT] c11 c12 c13 c14 [ADOPT] c15 c16 c17 c18 [ADOPT] Step 5 e1 e2 e3 e4 e5 e6
p13
s1
Import and logistic manager
Management
Human-Agent Transition
Hcross (edge heterophily) 0.524
Edges (total / crossing) 42 / 22
Workflow Topology
Branching W = Br / |E| 0.119
Branch / Merge / Loop 5 / 5 / 0
Collaboration Burst
Human Bh (n=31) -0.041
Human Mh -0.070
Handoff Bho (n=22) -0.037
Handoff Mho -0.309
AI Retention
Strict (adopt only) 0.444
Broad (adopt+modify) 0.556
Responses (adopt/modify/total) 4/1/9
Step 1 1a 1b 1c 1d 1e Step 2 2a 2b 2ba [ADOPT] 2c [ADOPT] 2d Step 3 3a 3b 3c [ADOPT] Step 4 4a 4b 4ba 4c [ADOPT] Step 5 5a 5b 5ba 5bb 5c 5d 5e 5ea 5eb 5ec 5f 5g 5ga 5gb 5h 5i 5j 5k 5l [MODIFY] 5m 5n 5o 5p 5q 5r [REJECT] [REJECT] [REJECT] [REJECT]
p13
s2
Import and logistic manager
Management
Human-Agent Transition
Hcross (edge heterophily) 0.784
Edges (total / crossing) 51 / 40
Workflow Topology
Branching W = Br / |E| 0.059
Branch / Merge / Loop 3 / 3 / 0
Collaboration Burst
Human Bh (n=33) -0.115
Human Mh 0.365
Handoff Bho (n=40) 0.027
Handoff Mho 0.567
AI Retention
Strict (adopt only) 0.917
Broad (adopt+modify) 0.917
Responses (adopt/modify/total) 11/0/12
Step 1 1a 1b 1c 1d 1e 1f 1g 1h 1i 1j 1k 1l 1m 1n Step 2 2a [ADOPT] [ADOPT] [ADOPT] 2b 2c [ADOPT] 2d 2e 2f 2g 2h 2i 2j 2k [ADOPT] 2l 2m 2n 2o 2p 2q Step 3 3a [ADOPT] 3b 3c [ADOPT] 3d 3e [REJECT] 3f 3g 3h 3i 3j 3k 3l Step 4 4a 4b 4c Step 5 5a [ADOPT] [ADOPT] [ADOPT] 5b 5c 5d [ADOPT] 5e 5f 5g
p14
s1
Scientific writer and editor
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.705
Edges (total / crossing) 44 / 31
Workflow Topology
Branching W = Br / |E| 0.045
Branch / Merge / Loop 2 / 1 / 0
Collaboration Burst
Human Bh (n=32) -0.130
Human Mh 0.557
Handoff Bho (n=31) -0.022
Handoff Mho 0.066
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 3/0/3
Step 1 a1 a2 a3 a4 a5 a6 a7 a8 a9 a10 a11 a12 a13 a14 a15 a16 a17 a18 a19 a20 a21 [ADOPT] Step 2 b1 b2 b3 Step 3 c1 c2 c3 c4 c5 c6 [ADOPT] Step 4 d1 d2 d3 Step 5 e1 e2 e3 e4 e5 e6 e7 e8 e9 e10 e11 e12 e13 [ADOPT] e14 e15
p14
s2
Scientific writer and editor
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.718
Edges (total / crossing) 39 / 28
Workflow Topology
Branching W = Br / |E| 0.051
Branch / Merge / Loop 2 / 2 / 0
Collaboration Burst
Human Bh (n=30) -0.109
Human Mh 0.356
Handoff Bho (n=28) -0.101
Handoff Mho 0.255
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 5/0/5
Step 1 a1 a2 a3 Step 2 b1 b2 b3 b4 b5 b6 b7 b8 b9 b10 [ADOPT] Step 3 c1 c2 c3 Step 4 d1 d2 d3 d4 [ADOPT] Step 5 e1 e2 e3 Step 6 f1 f2 f3 f4 f5 f6 [ADOPT] f7 f8 f9 Step 7 g1 g2 g3 [ADOPT] g4 g5 g6 g7 g8 g9 g10 g11 g12 [ADOPT]
p15
s1
Clinical subject matter expert
Healthcare
Human-Agent Transition
Hcross (edge heterophily) 0.741
Edges (total / crossing) 27 / 20
Workflow Topology
Branching W = Br / |E| 0.037
Branch / Merge / Loop 1 / 1 / 0
Collaboration Burst
Human Bh (n=21) -0.282
Human Mh -0.152
Handoff Bho (n=20) -0.396
Handoff Mho -0.253
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 7/0/7
Step-1 a1 a2 a3 a4 a5 a6 [ADOPT] Step-2 b1 b2 b3 [ADOPT] Step-3 c1 c2 c3 c4 c5 c6 [ADOPT] Step-4 d1 d2 d3 [ADOPT] d4 d5 d6 d7 [ADOPT] Step-5 e1 e2 e3 e4 e5 e6 [ADOPT] e7 e8 e9 [ADOPT]
p15
s2
Clinical subject matter expert
Healthcare
Human-Agent Transition
Hcross (edge heterophily) 0.640
Edges (total / crossing) 50 / 32
Workflow Topology
Branching W = Br / |E| 0.080
Branch / Merge / Loop 4 / 4 / 0
Collaboration Burst
Human Bh (n=35) -0.148
Human Mh -0.031
Handoff Bho (n=32) -0.165
Handoff Mho -0.377
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 5/0/5
Step 1 1a 1b 1c [ADOPT] Step 2 2a 2b 2c 2d 2e 2f 2g 2h 2i 2j 2k 2l 2m [ADOPT] Step 3 3a 3b 3c 3d 3e 3f 3g 3h 3i [ADOPT] Step 4 4a 4b 4c 4d 4e 4f 4g 4h 4i 4j 4k 4l 4m 4n 4o 4p 4q 4r 4s 4t [ADOPT] Step 5 5a 5b 5c 5d 5e 5f [ADOPT]
p16
s1
Faculty
Education
Human-Agent Transition
Hcross (edge heterophily) 0.613
Edges (total / crossing) 62 / 38
Workflow Topology
Branching W = Br / |E| 0.016
Branch / Merge / Loop 1 / 1 / 1
Collaboration Burst
Human Bh (n=47) -0.136
Human Mh 0.073
Handoff Bho (n=38) 0.029
Handoff Mho -0.653
AI Retention
Strict (adopt only) 0.750
Broad (adopt+modify) 0.875
Responses (adopt/modify/total) 6/1/8
Step 1 a1 a2 a3 a4 a5 a6 Step 2 b1 [ADOPT] b2 b3 b4 b5 b6 b7 b8 b9 b10 b11 [ADOPT] b12 b13 b14 b15 b16 Step 3 c1 [MODIFY] [ADOPT] c2 c3 c4 c5 [ADOPT] c6 c7 c8 Step 4 d1 d2 d3 d4 d5 d6 d7 d8 d9 Step 5 e1 e2 e3 e4 e5 e6 e7 e8 e9 e10 e11 e12 e13 e14 e15 e16 e17 e18 e19 e20 e21 e22 e23 e24 e25 e26 e27 [ADOPT] [REJECT] [ADOPT]
p16
s2
Faculty
Education
Human-Agent Transition
Hcross (edge heterophily) 0.587
Edges (total / crossing) 75 / 44
Workflow Topology
Branching W = Br / |E| 0.067
Branch / Merge / Loop 5 / 5 / 1
Collaboration Burst
Human Bh (n=53) -0.067
Human Mh -0.234
Handoff Bho (n=44) -0.009
Handoff Mho -0.499
AI Retention
Strict (adopt only) 0.444
Broad (adopt+modify) 0.778
Responses (adopt/modify/total) 4/3/9
Step 1 a1 a2 a3 a4 a5 a6 a7 a8 a9 a10 a11 a12 a13 [REJECT] a14 a15 a16 Step 2 b1 b2 b3 b4 [ADOPT] b5 b6 b7 b8 b9 b10 b11 b12 b13 [ADOPT] Step 3 c1 c2 c3 c4 c5 c6 c7 c8 c9 [ADOPT] Step 4 d1 d2 d3 d4 d5 d6 d7 d8 d9 d10 d11 d12 [ADOPT] d13 d14 d15 [MODIFY] d16 [REJECT] d17 d18 d19 d20 d21 d22 d23 d24 d25 d26 d27 d28 d29 d30 d31 [MODIFY] [MODIFY] Step 5 e1 e2 e3 e4 e5 e6
p17
s1
Faculty
Education
Human-Agent Transition
Hcross (edge heterophily) 0.659
Edges (total / crossing) 41 / 27
Workflow Topology
Branching W = Br / |E| 0.122
Branch / Merge / Loop 5 / 5 / 0
Collaboration Burst
Human Bh (n=27) 0.029
Human Mh -0.336
Handoff Bho (n=27) -0.010
Handoff Mho -0.251
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 5/0/5
Step-1 + Step-5 a1 a2 a3 a4 a5 a6 a7 a8 a9 a10 a11 a12 a13 a14 a15 [ADOPT] Step-2 b1 b2 b3 b4 b5 b6 [ADOPT] Step-3 c1 c2 c3 c4 c5 [ADOPT] Step-4 d1 d2 d3 d4 d5 d6 d7 d8 Step-1 e1 e2 e3 [ADOPT] e4 e5 e6 e7 [ADOPT]
p17
s2
Faculty
Education
Human-Agent Transition
Hcross (edge heterophily) 0.667
Edges (total / crossing) 21 / 14
Workflow Topology
Branching W = Br / |E| 0.143
Branch / Merge / Loop 3 / 2 / 1
Collaboration Burst
Human Bh (n=15) -0.069
Human Mh -0.681
Handoff Bho (n=14) -0.246
Handoff Mho -0.568
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 4/0/4
Step-1 a1 a2 a3 [ADOPT] Step-2 b1 b2 b3 b4 b5 b6 b7 [ADOPT] Step-3 c1 c2 c3 Step-4 d1 d2 d3 d4 d5 d6 [ADOPT] d7 d8 d9 [ADOPT]
p18
s1
Metallurgical engineer
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.538
Edges (total / crossing) 26 / 14
Workflow Topology
Branching W = Br / |E| 0.115
Branch / Merge / Loop 3 / 3 / 0
Collaboration Burst
Human Bh (n=20) -0.174
Human Mh -0.582
Handoff Bho (n=14) -0.216
Handoff Mho -0.164
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 1/0/1
Step 1 a1 a2 a3 a4 a5 a6 a7 a8 Step 3 b1 b2 b3 b4 b5 b6 b7 b8 b9 b10 b11 b12 b13 b14 b15 Step 2 c1 c2 c3 Step 4 d1 [ADOPT]
p18
s2
Metallurgical engineer
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.133
Edges (total / crossing) 15 / 2
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=18) -0.071
Human Mh 0.121
Handoff Bho (n=2) n/a
Handoff Mho n/a
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 1/0/1
Step 1 a1 a2 a3 a4 a5 Step 2 b1 b2 b3 b4 Step 3 c1 c2 c3 c4 c5 c6 Step 4 d1 d2 [ADOPT] d3 d4
p19
s1
Graphic designer
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.548
Edges (total / crossing) 31 / 17
Workflow Topology
Branching W = Br / |E| 0.097
Branch / Merge / Loop 3 / 2 / 0
Collaboration Burst
Human Bh (n=23) -0.157
Human Mh -0.034
Handoff Bho (n=17) 0.069
Handoff Mho -0.204
AI Retention
Strict (adopt only) 0.333
Broad (adopt+modify) 0.500
Responses (adopt/modify/total) 2/1/6
Step 1 1a 1b 1c 1d 1e 1f 1g 1h 1i 1j [MODIFY] Step 2 2a 2b 2c 2d 2e [ADOPT] 2f [ADOPT] 2g [REJECT] 2h 2i 2j 2k 2l [REJECT] Step 3 3a 3b 3c 3d 3e 3f 3g 3h 3i 3j [REJECT]
p19
s2
Graphic designer
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.364
Edges (total / crossing) 33 / 12
Workflow Topology
Branching W = Br / |E| 0.182
Branch / Merge / Loop 6 / 6 / 0
Collaboration Burst
Human Bh (n=25) 0.036
Human Mh -0.293
Handoff Bho (n=12) -0.182
Handoff Mho -0.327
AI Retention
Strict (adopt only) 0.500
Broad (adopt+modify) 0.750
Responses (adopt/modify/total) 2/1/4
Step 1 + Step 3 1a 1b 1c 1ca 1d 1e 1ea 1eb 1f 1g 1h 1i Step 2 2a 2b 2c 2d 2da 2db 2e [REJECT] 2f 2g 2ga 2h Step 4 3a 3b [MODIFY] Step 5 4a 4b 4ba [ADOPT] 4c [ADOPT] 4d 4e
p20
s1
Photographer
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.686
Edges (total / crossing) 35 / 24
Workflow Topology
Branching W = Br / |E| 0.086
Branch / Merge / Loop 3 / 3 / 2
Collaboration Burst
Human Bh (n=26) 0.095
Human Mh 0.111
Handoff Bho (n=21) 0.151
Handoff Mho -0.251
AI Retention
Strict (adopt only) 0.250
Broad (adopt+modify) 0.375
Responses (adopt/modify/total) 2/1/8
Step 1 a1 a2 a3 [MODIFY] a4 Step 2 b1 b2 b3 b4 b5 [REJECT] Step 3 c1 c2 c3 c4 c5 c6 c7 [ADOPT] [REJECT] c8 Step 4 d1 d2 d3 d4 d5 d6 d7 d8 d9 [REJECT] [ADOPT] d10 d11 d12 [REJECT] d13 Step 5 e1 e2 e3 e4 e5 [REJECT] e6
p20
s2
Photographer
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.774
Edges (total / crossing) 31 / 24
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=25) -0.130
Human Mh -0.328
Handoff Bho (n=24) 0.089
Handoff Mho -0.510
AI Retention
Strict (adopt only) 0.667
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 6/3/9
Step 1 a1 a2 a3 a4 [ADOPT] a5 a6 a7 a8 a9 [ADOPT] Step 2 b1 b2 b3 b4 [MODIFY] Step 3 c1 c2 c3 c4 c5 c6 [MODIFY] Step 4 d1 d2 d3 d4 d5 d6 d7 d8 [ADOPT] [ADOPT] Step 5 e1 e2 e3 e4 e5 e6 e7 [MODIFY] [ADOPT] Step 6 f1 f2 f3 [ADOPT]
p21
s1
Graphic designer
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.571
Edges (total / crossing) 35 / 20
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=33) 0.014
Human Mh 0.481
Handoff Bho (n=20) 0.369
Handoff Mho -0.166
AI Retention
Strict (adopt only) 0.833
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 10/2/12
Step 1 1a 1b 1c 1d [ADOPT] 1e 1f 1g 1h [MODIFY] 1i 1j [ADOPT] Step 2 2a [ADOPT] 2b 2c [ADOPT] 2d [ADOPT] 2e 2f [ADOPT] Step 3 3a [ADOPT] 3b 3c 3d 3e [ADOPT] Step 6 4a 4b 4c 4d 4e 4f Step 5 5a 5b 5c 5d [ADOPT] Step 4 6a 6b 6c [ADOPT] Step 6 7a 7b 7c 7d Step 7 8a 8b 8c [MODIFY] 8d 8e
p21
s2
Graphic designer
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.541
Edges (total / crossing) 37 / 20
Workflow Topology
Branching W = Br / |E| 0.027
Branch / Merge / Loop 1 / 1 / 0
Collaboration Burst
Human Bh (n=32) -0.131
Human Mh -0.180
Handoff Bho (n=20) 0.377
Handoff Mho -0.130
AI Retention
Strict (adopt only) 0.538
Broad (adopt+modify) 0.692
Responses (adopt/modify/total) 7/2/13
Step 1 1a 1b 1c 1d [REJECT] 1e 1f 1g [ADOPT] Step 2 2a [ADOPT] 2b 2c [ADOPT] Step 3 3a [ADOPT] 3b 3c [ADOPT] Step 4 4a [ADOPT] 4b 4c 4d 4e 4f 4g 4h [REJECT] [REJECT] [REJECT] Step 5 5a 5b 5c 5d 5e 5f 5g 5h 5i 5j 5k 5l 5m [MODIFY] 5n Step 6 6a 6b 6bb 6c [ADOPT] 6d 6e 6f [MODIFY]
p22
s1
Mechanical engineer
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.672
Edges (total / crossing) 116 / 78
Workflow Topology
Branching W = Br / |E| 0.086
Branch / Merge / Loop 10 / 10 / 2
Collaboration Burst
Human Bh (n=71) 0.144
Human Mh -0.006
Handoff Bho (n=78) 0.243
Handoff Mho -0.168
AI Retention
Strict (adopt only) 0.300
Broad (adopt+modify) 0.700
Responses (adopt/modify/total) 3/4/10
Step 1 a1 a2 a3 a4 a5 a6 a7 a8 a9 a10 a11 a12 a13 a14 a15 a16 a17 a18 a19 a20 a21 a22 a23 a24 a25 a26 a27 a28 a29 a30 a31 a32 a33 a34 a35 a36 Step 2 b1 b2 b3 b4 [MODIFY] [ADOPT] b5 b6 b7 b8 b9 b10 b11 b12 b13 b14 b15 b16 [MODIFY] Step 3 c1 c2 c3 c4 [MODIFY] Step 4 d1 d2 d3 [MODIFY] d4 d5 d6 d7 d8 d9 d10 d11 d12 d13 d14 d15 d16 d17 d18 d20 Step 5 e1 [REJECT] e2 e3 [REJECT] e4 e5 e6 e7 e8 e9 e10 e11 e12 e13 e14 e15 e16 e17 e18 e19 e20 e21 e22 e23 e24 e25 e26 e27 e28 e29 e30 e31 e32 e33 e34 e35 [REJECT] [ADOPT] [ADOPT]
p22
s2
Mechanical engineer
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.636
Edges (total / crossing) 66 / 42
Workflow Topology
Branching W = Br / |E| 0.197
Branch / Merge / Loop 13 / 13 / 5
Collaboration Burst
Human Bh (n=37) -0.081
Human Mh -0.140
Handoff Bho (n=41) 0.126
Handoff Mho -0.123
AI Retention
Strict (adopt only) 0.143
Broad (adopt+modify) 0.714
Responses (adopt/modify/total) 1/4/7
Step 1 a1 a2 a3 a4 a5 a6 a7 a8 a9 a10 a11 a12 a13 a14 a15 a16 [MODIFY] [REJECT] a17 a18 a19 a20 a21 a22 a23 Step 2 b1 b2 b3 b4 b5 Step 3 c1 c2 c3 c4 c5 c6 c7 c8 c9 c10 c11 c12 c13 [ADOPT] c14 c15 c16 c17 c18 [REJECT] Step 4 d1 d2 d3 d4 [MODIFY] Step 5 e1 e2 e3 e4 e5 e6 [MODIFY] [MODIFY] e7
p23
s1
Digital marketing strategist
Business & Finance
Human-Agent Transition
Hcross (edge heterophily) 0.750
Edges (total / crossing) 24 / 18
Workflow Topology
Branching W = Br / |E| 0.042
Branch / Merge / Loop 1 / 1 / 0
Collaboration Burst
Human Bh (n=20) -0.026
Human Mh -0.225
Handoff Bho (n=18) -0.084
Handoff Mho 0.046
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 6/0/6
Step-1 a1 a2 a3 a4 a5 [ADOPT] Step-2 b1 b2 b3 b4 b5 b6 b7 b8 [ADOPT] Step-3 c1 c2 c3 c4 c5 [ADOPT] Step-4 d1 d2 d3 d4 [ADOPT] Step-5 e1 e2 e3 [ADOPT] Step-6 f1 f2 f3 f4 [ADOPT]
p23
s2
Digital marketing strategist
Business & Finance
Human-Agent Transition
Hcross (edge heterophily) 0.533
Edges (total / crossing) 15 / 8
Workflow Topology
Branching W = Br / |E| 0.133
Branch / Merge / Loop 2 / 2 / 0
Collaboration Burst
Human Bh (n=12) -0.109
Human Mh -0.191
Handoff Bho (n=8) -0.340
Handoff Mho 0.559
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 2/0/2
Step 1 a1 a2 a3 a4 a5 a6 [ADOPT] Step 3 b1 b2 b3 b4 Step 5 c1 c2 c3 c4 c5 [ADOPT] c6
p24
s1
Aerospace engineer
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.440
Edges (total / crossing) 25 / 11
Workflow Topology
Branching W = Br / |E| 0.080
Branch / Merge / Loop 2 / 2 / 1
Collaboration Burst
Human Bh (n=22) 0.200
Human Mh -0.110
Handoff Bho (n=11) 0.338
Handoff Mho -0.226
AI Retention
Strict (adopt only) 0.667
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 2/1/3
Step 1 a1 a2 a3 Step 2 b1 b2 b3 [MODIFY] b4 b5 Step 3 c1 c2 c3 c4 c5 c6 c7 [ADOPT] c8 c9 c10 c11 c12 c13 Step 4 d1 d2 d3 d4 [ADOPT] d5 d6
p24
s2
Aerospace engineer
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.310
Edges (total / crossing) 42 / 13
Workflow Topology
Branching W = Br / |E| 0.071
Branch / Merge / Loop 3 / 2 / 1
Collaboration Burst
Human Bh (n=40) 0.122
Human Mh 0.270
Handoff Bho (n=13) 0.188
Handoff Mho -0.404
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 3/0/3
Step 1 a1 a2 a3 a4 Step 2 b1 b2 b3 b4 b5 b6 Step 3 c1 c2 c3 c4 [ADOPT] c5 c6 c7 Step 4 d1 d2 d3 d4 d5 d6 d7 [ADOPT] d8 d9 d10 d11 d12 [ADOPT] d13 d14 d15 Step 5 e1 e2 e3 e4 Step 6 f1 f2 f3 f4 f5 Step 7 g1 g2 g3 g4 g5 g6
p25
s1
GIS Specialist
Computer & Mathematical
Human-Agent Transition
Hcross (edge heterophily) 0.542
Edges (total / crossing) 96 / 52
Workflow Topology
Branching W = Br / |E| 0.094
Branch / Merge / Loop 9 / 9 / 1
Collaboration Burst
Human Bh (n=68) -0.044
Human Mh 0.178
Handoff Bho (n=52) 0.059
Handoff Mho -0.177
AI Retention
Strict (adopt only) 0.579
Broad (adopt+modify) 0.842
Responses (adopt/modify/total) 11/5/19
Step 1 a1 a2 a3 a4 [REJECT] a5 a6 a7 a8 a9 a10 a11 a12 [REJECT] a13 a14 a15 a16 [REJECT] a17 [ADOPT] Step 2 b1 b2 b3 b4 Step 3 c1 c2 c3 c4 [ADOPT] c5 c6 c7 c8 c9 c10 c11 [ADOPT] c12 c13 c14 c15 [ADOPT] c16 c17 [ADOPT] c18 c19 c20 c21 c22 c23 c24 c25 c26 c27 c28 [ADOPT] [ADOPT] Step 4 d1 d2 d3 [ADOPT] d4 d5 d6 [MODIFY] d7 d8 d9 d10 d11 d12 d13 d14 d15 [ADOPT] Step 5 e1 e2 e3 e4 [MODIFY] [MODIFY] e5 e6 e7 e8 e9 e10 [ADOPT] Step 6 f1 f2 f3 f4 f5 f6 f7 [MODIFY] f8 f9 f10 f11 f12 f13 f14 f15 f16 f17 [MODIFY] [ADOPT] Step 7 g1 g2 g3
p25
s2
GIS Specialist
Computer & Mathematical
Human-Agent Transition
Hcross (edge heterophily) 0.630
Edges (total / crossing) 54 / 34
Workflow Topology
Branching W = Br / |E| 0.074
Branch / Merge / Loop 4 / 4 / 0
Collaboration Burst
Human Bh (n=39) -0.028
Human Mh -0.172
Handoff Bho (n=34) 0.033
Handoff Mho 0.032
AI Retention
Strict (adopt only) 0.909
Broad (adopt+modify) 0.909
Responses (adopt/modify/total) 10/0/11
Step 1 1a 1b 1c Step 2 2a 2b Step 4 3a 3b 3c 3d 3e 3f 3g [ADOPT] 3h 3i [REJECT] 3j 3k [ADOPT] Step 3 4a 4b 4c 4d 4e 4f [ADOPT] 4g 4h 4i 4j 4k 4l 4m 4n 4o 4p 4q 4r 4s 4t 4u 4v 4w 4x 4y [ADOPT] [ADOPT] [ADOPT] [ADOPT] Step 4 5a 5b 5c 5d 5e [ADOPT] 5f 5g 5h 5i [ADOPT] Step 5 6a 6b 6c 6d 6e [ADOPT] 6f
p26
s1
Cartographer & GIS Specialist
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.442
Edges (total / crossing) 52 / 23
Workflow Topology
Branching W = Br / |E| 0.231
Branch / Merge / Loop 12 / 12 / 2
Collaboration Burst
Human Bh (n=34) -0.030
Human Mh -0.323
Handoff Bho (n=22) -0.129
Handoff Mho -0.549
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 8/0/8
Step 1 a1 a2 a3 a4 a5 a6 a7 a8 a9 Step 2 b1 b2 b3 b4 b5 [ADOPT] b6 b7 b8 Step 3 c1 [ADOPT] c2 c3 c4 c5 c6 c7 c8 c9 c10 [ADOPT] [ADOPT] Step 4 d1 d2 d3 d4 d5 d6 d7 d8 [ADOPT] [ADOPT] Step 5 e1 e2 e3 e4 e5 e6 e7 e8 e9 [ADOPT] [ADOPT]
p26
s2
Cartographer & GIS Specialist
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.889
Edges (total / crossing) 36 / 32
Workflow Topology
Branching W = Br / |E| 0.139
Branch / Merge / Loop 5 / 5 / 5
Collaboration Burst
Human Bh (n=21) 0.108
Human Mh 0.131
Handoff Bho (n=25) 0.054
Handoff Mho 0.514
AI Retention
Strict (adopt only) 0.800
Broad (adopt+modify) 0.800
Responses (adopt/modify/total) 4/0/5
Step 1 a1 a2 a3 a4 a5 Step 2 b1 b2 b3 b4 b5 b6 b7 b8 b9 Step 3 c1 c2 c3 c4 c5 Step 4 d1 [ADOPT] [ADOPT] d2 d3 d4 d5 Step 5 e1 [ADOPT] [ADOPT] e2 e3 e4 e5 e6 e7 e8 [REJECT]
p27
s1
GIS Specialist
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.595
Edges (total / crossing) 37 / 22
Workflow Topology
Branching W = Br / |E| 0.135
Branch / Merge / Loop 5 / 5 / 0
Collaboration Burst
Human Bh (n=26) 0.068
Human Mh -0.247
Handoff Bho (n=22) 0.009
Handoff Mho -0.061
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 4/0/4
Step 1 a1 a2 a3 a4 a5 a6 a7 a8 a9 a10a a10b a11 [ADOPT] Step 2 b1 b2 b3 Step 3 c1 c2 c3 c4 c5 c6 c7 c8 c9 c10 c11 c12 [ADOPT] Step 4 d1 d2 d2a d3 [ADOPT] Step 5 e1 e2 e3 e4 e5 e6 [ADOPT]
p27
s2
GIS Specialist
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.650
Edges (total / crossing) 40 / 26
Workflow Topology
Branching W = Br / |E| 0.075
Branch / Merge / Loop 3 / 3 / 0
Collaboration Burst
Human Bh (n=28) -0.050
Human Mh -0.007
Handoff Bho (n=26) -0.128
Handoff Mho -0.133
AI Retention
Strict (adopt only) 0.833
Broad (adopt+modify) 0.833
Responses (adopt/modify/total) 5/0/6
Step 1 1a 1b 1c 1d 1e 1f 1g 1h 1i 1j [ADOPT] 1k 1l 1m 1n [ADOPT] 1o Step 2 2a 2b 2c 2d 2e [ADOPT] Step 3 3a 3b 3c 3d 3e 3f 3g 3h 3i 3j 3k [REJECT] [ADOPT] 3l 3m 3n Step 4 4a [ADOPT] 4b 4c 4d 4e 4f 4g
p28
s1
3D animator
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.516
Edges (total / crossing) 31 / 16
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=27) 0.135
Human Mh -0.109
Handoff Bho (n=16) -0.001
Handoff Mho 0.122
AI Retention
Strict (adopt only) 0.333
Broad (adopt+modify) 0.333
Responses (adopt/modify/total) 2/0/6
Step 1 1a 1b 1c 1d Step 2 2a [ADOPT] 2b 2c 2d 2e 2f [REJECT] 2g 2h 2i 2j 2k 2l 2m [REJECT] 2n 2o 2p 2q 2r [REJECT] 2s 2t 2u 2v 2w 2x 2y Step 3 3a [ADOPT] 3b 3c Step 5 4a 4b 4c [REJECT]
p28
s2
3D animator
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.566
Edges (total / crossing) 99 / 56
Workflow Topology
Branching W = Br / |E| 0.061
Branch / Merge / Loop 6 / 6 / 0
Collaboration Burst
Human Bh (n=66) -0.171
Human Mh -0.162
Handoff Bho (n=56) -0.229
Handoff Mho 0.404
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 6/0/6
All Steps a1 a2 a3 a4 a5 a6 a7 a8 a9 a10 a11 a12 a13 [ADOPT] a14 a15 a16a a16b a17 a18 a19 a20 a21 a22 a23 a24 a25 a28 a29 a30 a31 a32 a33 a34 [ADOPT] a35 a36 a37 a38 a39 a40 a41 a42 a43 [ADOPT] a44 a45 a46 a47 a48 a49 a50 a51 a51a a52 a53 a54 a55 a56 a57 a58 a59 a60 a61 [ADOPT] a62 a63 a64 a65 a66 a67 a68 a69 a70 a71 a72 a73 a74 a75 a76 a77 a78 a79 [ADOPT] a80 a81 a82 a83 a84 a85 a86 a87 a88 a89 a90 a91 [ADOPT] a92 a93 a94
p29
s1
Financial analyst
Business & Finance
Human-Agent Transition
Hcross (edge heterophily) 0.574
Edges (total / crossing) 54 / 31
Workflow Topology
Branching W = Br / |E| 0.167
Branch / Merge / Loop 9 / 9 / 5
Collaboration Burst
Human Bh (n=36) 0.038
Human Mh 0.114
Handoff Bho (n=26) 0.234
Handoff Mho 0.020
AI Retention
Strict (adopt only) 0.571
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 4/3/7
Step 1 a1 a2 a3 a8 a9 [ADOPT] a10 a11 a12 a13 a15 a16 a18 a5 a17 a6 a7 a19 [MODIFY] a14 Step 2 b3 b4 b1 b2 Step 3 c1 c2 c5 c6 c7 c8 c9 Step 4 d2 [MODIFY] d7 Step 5 e2 e3 e4 [ADOPT] e5 [ADOPT] [ADOPT] e7 e8 e9 e10 e12 e14 [MODIFY] e15 e1 e16 e17 e6 e11 e18
p29
s2
Financial analyst
Business & Finance
Human-Agent Transition
Hcross (edge heterophily) 0.520
Edges (total / crossing) 50 / 26
Workflow Topology
Branching W = Br / |E| 0.120
Branch / Merge / Loop 6 / 6 / 4
Collaboration Burst
Human Bh (n=34) -0.130
Human Mh 0.050
Handoff Bho (n=25) 0.183
Handoff Mho -0.358
AI Retention
Strict (adopt only) 0.909
Broad (adopt+modify) 0.909
Responses (adopt/modify/total) 10/0/11
Step 1 a1 a2 a3 a4 a5 [ADOPT] a6 a7 [REJECT] a8 a9 a10 a11 [ADOPT] Step 2 b1 b2 Step 3 c1 c2 c3 [ADOPT] c4 c5 c6 c7 [ADOPT] Step 4 d1 d2 Step 5 e1 e2 e3 e4 e5 e6 e7 [ADOPT] e8 e9 e10 [ADOPT] e11 e12 e13 e14 e15 [ADOPT] e16 e17 e18 e19 e20 e21 [ADOPT] [ADOPT] [ADOPT] e22 e23 e24 e25
p30
s1
Architect
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.471
Edges (total / crossing) 34 / 16
Workflow Topology
Branching W = Br / |E| 0.176
Branch / Merge / Loop 6 / 6 / 1
Collaboration Burst
Human Bh (n=25) -0.034
Human Mh 0.478
Handoff Bho (n=16) -0.187
Handoff Mho 0.491
AI Retention
Strict (adopt only) 0.400
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 2/3/5
Step 1 a1 a2 a3 a4 [ADOPT] Step 2 b1 b2 b3 b5 b6 b7 b8 b9 b10 b11 b12 Step 3 c1 c2 c3a [ADOPT] c3b c4 c5 c6 c7a c7b c7c c8 Step 4 d1 d2 d3 Step 5 e1 [MODIFY] e2 [MODIFY] e3 [MODIFY] e4
p30
s2
Architect
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.553
Edges (total / crossing) 94 / 52
Workflow Topology
Branching W = Br / |E| 0.191
Branch / Merge / Loop 18 / 17 / 3
Collaboration Burst
Human Bh (n=56) -0.206
Human Mh 0.171
Handoff Bho (n=50) -0.075
Handoff Mho -0.023
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 6/0/6
Step 1 a1 a2 a3 a4 a5 a6 a7 a8 a9 a10 a11 a12 a13 a14 a15 a16 a17 a18 a19 [ADOPT] a20 Step 2 b1 b2 b3 b4 b5 b6 b7 b8 b9 b10 b11 b12 b13 b14 b15 [ADOPT] Step 3 c1 c2 c3 c4 c5 c6 c7 c8 [ADOPT] Step 4 d1 d2 d3 d4 d5 d6 d7 d8 d10 d9 Step 5 e1 e2 e3 e4 e5 e6 e7 e8 e9 e10 e11 e12 e13 e14 [ADOPT] e15 e16 e17 e18 e19 e20 [ADOPT] e21 e22 e23 e24 e25 e26 e27 e28 [ADOPT]
p31
s1
Data analyst
Computer & Mathematical
Human-Agent Transition
Hcross (edge heterophily) 0.760
Edges (total / crossing) 50 / 38
Workflow Topology
Branching W = Br / |E| 0.060
Branch / Merge / Loop 3 / 3 / 2
Collaboration Burst
Human Bh (n=35) 0.076
Human Mh -0.059
Handoff Bho (n=37) 0.025
Handoff Mho -0.183
AI Retention
Strict (adopt only) 0.778
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 7/2/9
Step 1 a1 a2 a3 a4 a5 a6 a7 a8 a9 a10 a11 Step 2 b1 [ADOPT] b2 Step 3 c1 c2 c3 c4 c5 c6 [ADOPT] c7 c8 c9 Step 4 d1 d2 d3 [ADOPT] d4 d5 d6 Step 5 e1 [ADOPT] e2 e3 [ADOPT] e4 e5 e7 e8 e9 e10 [ADOPT] e11 e12 Step 6 f1 f2 f3 f4 f5 [MODIFY] f7 f8 f9 [ADOPT] f10 f11 f12 f13 f14 f15 [MODIFY]
p31
s2
Data analyst
Computer & Mathematical
Human-Agent Transition
Hcross (edge heterophily) 0.947
Edges (total / crossing) 38 / 36
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=26) -0.036
Human Mh -0.024
Handoff Bho (n=36) 0.053
Handoff Mho -0.260
AI Retention
Strict (adopt only) 0.600
Broad (adopt+modify) 0.700
Responses (adopt/modify/total) 6/1/10
Step 1 a1 a2 a3 a4 a5 [REJECT] a6 a7 [REJECT] Step 2 b0 b1 b2 b3 b4 b5 [REJECT] b6 b7 [ADOPT] b8 b9 [ADOPT] b10 b11 Step 3 c1 c2 c3 c4 c5 [ADOPT] c6 c7 Step 4 d1 d2 d3 [ADOPT] d4 d5 Step 5 e1 e2 e3 [ADOPT] e4 e5 Step 6 f1 f2 f3 f4 f5 [ADOPT] f6 f7 f8 [MODIFY]
p32
s1
Musician and audio professional
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.500
Edges (total / crossing) 48 / 24
Workflow Topology
Branching W = Br / |E| 0.021
Branch / Merge / Loop 1 / 1 / 0
Collaboration Burst
Human Bh (n=40) -0.246
Human Mh -0.084
Handoff Bho (n=24) 0.154
Handoff Mho -0.259
AI Retention
Strict (adopt only) 0.833
Broad (adopt+modify) 0.917
Responses (adopt/modify/total) 10/1/12
Step 1 a1 a2 a3 a4 a5 a6 Step 2 b1 [ADOPT] b2 [ADOPT] b3 [MODIFY] b4 [REJECT] Step 3 c1 c2 c3 [ADOPT] c4 c5 c6 [ADOPT] c7 c8 c9 [ADOPT] c10 c11 c12 [ADOPT] c13 [ADOPT] c14 c15 c16 c17 [ADOPT] c18 c19 c20 [ADOPT] Step 2 d1 d2 d3 d4 Step 3 e1 e2 e3 e4 e5 e6 e7 e8 [ADOPT] e9 e10 e10a e11 e12 e12a e13 f1 f2 f3
p32
s2
Musician and audio professional
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.444
Edges (total / crossing) 36 / 16
Workflow Topology
Branching W = Br / |E| 0.083
Branch / Merge / Loop 3 / 3 / 0
Collaboration Burst
Human Bh (n=31) -0.016
Human Mh 0.067
Handoff Bho (n=16) 0.090
Handoff Mho -0.354
AI Retention
Strict (adopt only) 0.750
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 6/2/8
Step 1 a1 a2 a3 a4 a5 a6 a7 Step 2 b1 [ADOPT] b2 b3 b4 [ADOPT] b5 Step 3 c1 c2 c3 [ADOPT] Step 4 d1 d2 d3 [ADOPT] Step 3 e1 e2 [ADOPT] e3 Step 4 f1 f2 f3 [MODIFY] f4 f5 f6 f6a f7 f8 f9 f10 f11 f12 f13 [ADOPT] f14 f15 f16 f17 [MODIFY]
p34
s1
Audio engineer and music composer
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.436
Edges (total / crossing) 55 / 24
Workflow Topology
Branching W = Br / |E| 0.200
Branch / Merge / Loop 11 / 12 / 2
Collaboration Burst
Human Bh (n=36) -0.150
Human Mh 0.137
Handoff Bho (n=24) -0.024
Handoff Mho -0.310
AI Retention
Strict (adopt only) 0.750
Broad (adopt+modify) 0.750
Responses (adopt/modify/total) 6/0/8
Step 1 a1 a2 a4 a5 a6 [ADOPT] Step 2 b1 b2 b3 b4 b5 b6 b7 [ADOPT] b9 [ADOPT] b10 b11 b12 Step 3 c1 c2 c3 c4 c5 c6 c7 c8 c9 c10 c11 [ADOPT] c12 c13 c14 c15 c16 c17 Step 4 d1 d2 d3 d4 d5 [ADOPT] [ADOPT] d6 Step 5 e1 e2 e0 e3 e4 e5 e6 [REJECT] e7 [REJECT] e9
p34
s2
Audio engineer and music composer
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.448
Edges (total / crossing) 58 / 26
Workflow Topology
Branching W = Br / |E| 0.190
Branch / Merge / Loop 11 / 9 / 1
Collaboration Burst
Human Bh (n=42) -0.029
Human Mh -0.026
Handoff Bho (n=26) -0.027
Handoff Mho -0.079
AI Retention
Strict (adopt only) 0.167
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 1/5/6
Step 1 a1 Step 2 b1 b2 b3 b4 b5 b6 b7 b8 b9 b10 b11 b12 b13 b14 b15 b16 [ADOPT] b17 b18 b19 b20 b21 Step 3 c1 [MODIFY] Step 4 d1 d2 d3 d4 d5 d6 d7 d8 d9 d10 d11 d12 d13 d14 Step 5 e1 e2 e3 [MODIFY] e4 e5 e6 e7 e8 e9 [MODIFY] Step 6 f1 f2 f3 f4 f5 f6 f7 [MODIFY] f8 f9 [MODIFY]
p35
s1
Mechanical engineer
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.596
Edges (total / crossing) 47 / 28
Workflow Topology
Branching W = Br / |E| 0.170
Branch / Merge / Loop 8 / 8 / 3
Collaboration Burst
Human Bh (n=26) 0.048
Human Mh 0.009
Handoff Bho (n=19) 0.343
Handoff Mho -0.175
AI Retention
Strict (adopt only) 0.500
Broad (adopt+modify) 0.500
Responses (adopt/modify/total) 2/0/4
Step 1 a1 a2 a3 a4 [ADOPT] Step 2 b1 b2 b3 b4 b5 b6 b7 b8 b9 b10 b11 b12 b13 b14 [REJECT] b15 b0 b16 b17 b18 b20 [REJECT] Step 3 c1 c2 c3 c4 Step 4 d31 d32 d33 [ADOPT] Step 5 e34 e35 e36 e37
p35
s2
Mechanical engineer
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.778
Edges (total / crossing) 18 / 14
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=16) -0.137
Human Mh 0.251
Handoff Bho (n=14) -0.073
Handoff Mho -0.266
AI Retention
Strict (adopt only) 0.500
Broad (adopt+modify) 0.750
Responses (adopt/modify/total) 2/1/4
Step 1 a1 a2 a3 a4 a5 a6 a7 [REJECT] Step 2 b8 [MODIFY] b9 b10 b11 b12 b13 b14 b15 Step 3 c16 c17 c18 Step 4 d20 [ADOPT] Step 5 e22 e23 e24 e25 [ADOPT]
p36
s1
3D animator
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.375
Edges (total / crossing) 32 / 12
Workflow Topology
Branching W = Br / |E| 0.031
Branch / Merge / Loop 1 / 1 / 0
Collaboration Burst
Human Bh (n=30) 0.004
Human Mh 0.206
Handoff Bho (n=12) 0.196
Handoff Mho -0.444
AI Retention
Strict (adopt only) 0.800
Broad (adopt+modify) 0.800
Responses (adopt/modify/total) 4/0/5
Step 1 a1 Step 2 b1 Step 3 c1 Step 4 d1 d2 d3 d4 d5 [ADOPT] d6 d7 d8 d9 d10 [REJECT] d11 d12 d13 d14 d15 [ADOPT] d16 d17 d18 d19 d20 [ADOPT] d21 d22 d23 d24 d25 [ADOPT] d26 d27 d28 d29 d30 d31 Step 5 e1 e2
p36
s2
3D animator
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.314
Edges (total / crossing) 51 / 16
Workflow Topology
Branching W = Br / |E| 0.118
Branch / Merge / Loop 6 / 6 / 0
Collaboration Burst
Human Bh (n=45) -0.058
Human Mh -0.004
Handoff Bho (n=16) 0.143
Handoff Mho -0.325
AI Retention
Strict (adopt only) 0.100
Broad (adopt+modify) 0.500
Responses (adopt/modify/total) 1/4/10
Step 1 a1 a2 a3 a4 a5 a6 a7 [REJECT] a8 a9 a10 a11 [ADOPT] a12 a13 a14 [REJECT] Step 2 b1 b2 b3 b4 b5 b6 b7 b8 Step 3 c1 c2 [MODIFY] c3 Step 4 d1 d2 d3 d4 [MODIFY] e1 e2 Step 5 f1 f2 f3 f4 f5 [MODIFY] f6 [REJECT] Step 6 g1 g2 g3 g4 g5 Step 7 h1 [REJECT] h2 Step 8 i1 i2 i3 i4 i5 i6 i7 i8 [MODIFY] [REJECT] i9
p37
s1
Paralegal
Legal
Human-Agent Transition
Hcross (edge heterophily) 0.783
Edges (total / crossing) 23 / 18
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=21) -0.143
Human Mh -0.291
Handoff Bho (n=18) 0.015
Handoff Mho -0.113
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 7/0/7
Step 1 a1 a2 a3 a4 a5 a6 [ADOPT] Step 2 b1 b2 b3 [ADOPT] Step 3 c1 c2 c3 [ADOPT] Step 4 d1 d2 d3 [ADOPT] Step 5 e1 e2 e3 e4 e5 e6 [ADOPT] e7 Step 6 f1 f2 f3 f4 [ADOPT] Step 7 + Step 8 g1 g2 g3 [ADOPT] g4
p37
s2
Paralegal
Legal
Human-Agent Transition
Hcross (edge heterophily) 0.875
Edges (total / crossing) 16 / 14
Workflow Topology
Branching W = Br / |E| 0.062
Branch / Merge / Loop 1 / 1 / 0
Collaboration Burst
Human Bh (n=15) -0.110
Human Mh 0.441
Handoff Bho (n=14) -0.154
Handoff Mho -0.370
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 5/0/5
Step-1 + Step-2 a1 a2 a3 Step-3 c1 c2 c3 [ADOPT] Step-4 d1 d2 d3 [ADOPT] Step-5 e1 e2 e3 [ADOPT] Step-6 f1 f2 f3 [ADOPT] Step-7 g1 g2 g3 Step-8 h1 h2 h3 h4 [ADOPT]
p38
s1
Legal manager
Legal
Human-Agent Transition
Hcross (edge heterophily) 0.361
Edges (total / crossing) 61 / 22
Workflow Topology
Branching W = Br / |E| 0.016
Branch / Merge / Loop 1 / 1 / 0
Collaboration Burst
Human Bh (n=55) -0.189
Human Mh 0.301
Handoff Bho (n=22) 0.105
Handoff Mho -0.242
AI Retention
Strict (adopt only) 0.875
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 7/1/8
Step 1 1a 1b 1c 1d 1e 1f 1g 1h 1i 1j 1k 1l 1m 1n 1o 1p 1q 1r [ADOPT] 1s 1t Step 2 2a 2b 2c 2d 2e 2f 2g 2h 2i Step 3 3a [ADOPT] [ADOPT] 3b 3c Step 4 4a [MODIFY] 4b 4c 4d 4e 4f 4g 4h 4i 4j 4k 4l 4m 4n 4o 4p [ADOPT] Step 5 5a 5b 5c 5d 5e 5f 5g 5h 5i 5j [ADOPT] [ADOPT] Step 6 6a 6b 6c [ADOPT] 6d 6e 6f 6g 6h
p38
s2
Legal manager
Legal
Human-Agent Transition
Hcross (edge heterophily) 0.623
Edges (total / crossing) 61 / 38
Workflow Topology
Branching W = Br / |E| 0.049
Branch / Merge / Loop 3 / 3 / 0
Collaboration Burst
Human Bh (n=44) -0.031
Human Mh -0.074
Handoff Bho (n=38) 0.080
Handoff Mho -0.333
AI Retention
Strict (adopt only) 0.600
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 3/2/5
Step 1 a1 a2 a3 a4 a5 a6 a7 a8 a9 a10 a11 a12 a13 a14 a15 a16 a17 a18 a19 a20 a21 a22 a23 Step 3 b1 b2 b3 b4 b5 b6 b7 b8 b9 b10 b11 b12 Step 2 c1 c2 c3 c4 c5 c6 Step 4 d1 d2 d3 d4 d5 d6 d7 d8 d9 d10 d11 d12 Step 5 e1 [MODIFY] e2 e3 e4 e5 e6 e7 [MODIFY] [ADOPT] [ADOPT] e8 e9 e10 [ADOPT]
p39
s1
Lawyer and legal annotator
Legal
Human-Agent Transition
Hcross (edge heterophily) 0.667
Edges (total / crossing) 24 / 16
Workflow Topology
Branching W = Br / |E| 0.042
Branch / Merge / Loop 1 / 1 / 0
Collaboration Burst
Human Bh (n=21) -0.213
Human Mh 0.140
Handoff Bho (n=16) -0.097
Handoff Mho 0.316
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 1/0/1
Step 1 a1 a2 a3 a4 a5 Step 2 b1 b2 b3 b4 Step 3 c1 Step 4 d1 d2 d3 d4 Step 5.1 e1 e2 e3 e4 e5 e6 Step 5.2 f1 f2 f3 f4 f5 f6 f7 f8 f9 [ADOPT]
p39
s2
Lawyer and legal annotator
Legal
Human-Agent Transition
Hcross (edge heterophily) 0.667
Edges (total / crossing) 36 / 24
Workflow Topology
Branching W = Br / |E| 0.111
Branch / Merge / Loop 4 / 4 / 0
Collaboration Burst
Human Bh (n=25) -0.141
Human Mh -0.231
Handoff Bho (n=24) -0.181
Handoff Mho -0.292
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 2/0/2
Step 1 a1 a2 a3 a4 a5 a6 Step 2 b1 b2 b3 b4 b5 Step 3 c1 c2 c3 c4 c5 c6 c7 c8 c9 c10 Step 4 d1 d2 d3 d4 d5 d6 d7 d8 d9 [ADOPT] Step 5 e1 e2 e3 e4 e5 e6 [ADOPT] e7
p40
s1
Journalist
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.722
Edges (total / crossing) 72 / 52
Workflow Topology
Branching W = Br / |E| 0.111
Branch / Merge / Loop 8 / 8 / 0
Collaboration Burst
Human Bh (n=41) -0.068
Human Mh 0.260
Handoff Bho (n=45) -0.079
Handoff Mho 0.125
AI Retention
Strict (adopt only) 0.833
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 5/1/6
Step 1 1a 1b 1c 1d 1e 1f 1g 1h 1i 1j [ADOPT] 1k 1l 1m [ADOPT] 1n 1o 1p 1q 1r 1s [ADOPT] Step 2 2a 2b 2c 2d 2e 2f 2g Step 3 3a [ADOPT] 3b 3c 3d 3e 3f 3g 3h 3i 3j 3k 3l 3m 3n 3o 3p 3q 3r 3s [MODIFY] Step 4 4a 4b 4c 4d 4e 4f 4g 4h 4i 4j 4k Step 5 5a [ADOPT] 5b 5c 5d 5e 5f 5g
p40
s2
Journalist
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.667
Edges (total / crossing) 87 / 58
Workflow Topology
Branching W = Br / |E| 0.046
Branch / Merge / Loop 4 / 4 / 0
Collaboration Burst
Human Bh (n=61) -0.120
Human Mh -0.098
Handoff Bho (n=58) -0.140
Handoff Mho -0.055
AI Retention
Strict (adopt only) 0.545
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 6/5/11
Step 1 1a 1b 1c 1d 1e 1f Step 2 2a [ADOPT] 2b 2c 2d 2e 2f 2g 2h 2i 2j 2k 2l 2m 2n 2o 2p [ADOPT] 2q Step 4 3a 3b 3c 3d 3e 3f 3g [ADOPT] 3h 3i 3j 3k 3l 3m 3n 3o 3p 3q 3r 3s 3t [ADOPT] 3u 3v 3w 3x 3y Step 3 4a [ADOPT] 4b 4c 4d 4e 4f 4g 4h 4i 4j [ADOPT] 4k 4l 4m 4n 4o Step 6 5a 5b 5c 5d 5e [MODIFY] Step 7 6a 6b 6c 6d 6e 6f [MODIFY] 6g 6h 6i 6j 6k 6l 6m 6n 6o 6p [MODIFY] 6q 6r 6s Step 8 7a 7b 7c [MODIFY] [MODIFY]
p41
s1
Hydraulics and hydrological engineer
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.808
Edges (total / crossing) 73 / 59
Workflow Topology
Branching W = Br / |E| 0.041
Branch / Merge / Loop 3 / 4 / 0
Collaboration Burst
Human Bh (n=45) -0.153
Human Mh -0.037
Handoff Bho (n=58) -0.031
Handoff Mho -0.049
AI Retention
Strict (adopt only) 0.455
Broad (adopt+modify) 0.636
Responses (adopt/modify/total) 5/2/11
Step 1 1a 1b 1c 1d 1e 1f 1g [REJECT] [ADOPT] 1h 1i 1j 1k 1l 1m 1n 1o 1p 1q 1r [ADOPT] 1s Step 2 2a [REJECT] 2b 2c 2d [REJECT] 2e 2f 2g 2h 2i 2j [MODIFY] [ADOPT] Step 3 3a 3b 3c 3d 3e 3f 3g 3h 3i 3j [ADOPT] 3k 3l 3m 3n 3o [MODIFY] 3p Step 4 4a 4b 4c 4d 4e 4f 4g 4h 4i [REJECT] 4j 4k 4l 4m [ADOPT] 4n 4o 4p Step 5 5a 5b 5c 5d 5e 5f 5g 5h 5i 5j 5k 5l 5m
p41
s2
Hydraulics and hydrological engineer
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.106
Edges (total / crossing) 189 / 20
Workflow Topology
Branching W = Br / |E| 0.090
Branch / Merge / Loop 17 / 16 / 3
Collaboration Burst
Human Bh (n=167) 0.133
Human Mh 0.010
Handoff Bho (n=20) 0.259
Handoff Mho -0.309
AI Retention
Strict (adopt only) 0.714
Broad (adopt+modify) 0.714
Responses (adopt/modify/total) 5/0/7
Step 1 a1 a2 a3 a4 a5 a6 a7 a8 a9 a10 a11 a12 a13 a14 a15 a16 a17 a18 a19 a20 a21 a22 a23 a24 a25 a26 a27 a28 a29 a30 a31 a32 a33 a34 a35 a36 a37 a38 a39 a40 a41 a42 a43 a44 a45 a46 a47 a48 a49 a50 a51 [ADOPT] a52 a53 a54 a55 a56 a57 a58 a59 a60 a61 a62 a63 a64 a65 a66 a67 a68 a69 a70 a71 a72 a73 a74 a75 [REJECT] Step 2 b1 b2 b3 [ADOPT] Step 3 c1 c2 c3 c4 c5 c6 c7 c8 c9 c10 c11 c12 c13 c14 c15 c16 c17 c18 c19 c20 c21 c22 c23 c24 c25 c26 c27 c28 c29 c30 c31 c32 c33 c34 c35 c36 c37 c38 c39 c40 c41 c42 c43 c44 c45 c46 c47 c48 c49 c50 c51 c52 c53 c54 c55 c56 c57 c58 c59 c60 c61 c62 c63 c64 c65 c66 c67 c68 c69 c70 c71 c72 c73 c74 c75 c76 c77 c78 [ADOPT] Step 4 d1 d2 d3 d4 d5 d6 [REJECT] d7 d8 d9 d10 [ADOPT] d11 Step 5 e1 e2 e3 e4 e5 e6 e7 [ADOPT] e8 e9 e10
p42
s1
Sales Development Representative (SDR) / B2B Lead Generation Specialist / Appointment Setter
Sales
Human-Agent Transition
Hcross (edge heterophily) 0.320
Edges (total / crossing) 25 / 8
Workflow Topology
Branching W = Br / |E| 0.040
Branch / Merge / Loop 1 / 1 / 1
Collaboration Burst
Human Bh (n=25) 0.066
Human Mh -0.104
Handoff Bho (n=8) 0.183
Handoff Mho -0.486
AI Retention
Strict (adopt only) 0.500
Broad (adopt+modify) 0.750
Responses (adopt/modify/total) 2/1/4
Step 1 a1 a2 a3 a4 [ADOPT] Step 2 b1 b2 b3 b4 b5 b6 Step 3 c1 c2 c3 c4 c5 [ADOPT] d1 d2 d3 [REJECT] d4 d5 d6 Step 4 e1 e2 e3 e4 e5 Step 5 f1 f2 [MODIFY] f3
p42
s2
Sales Development Representative (SDR) / B2B Lead Generation Specialist / Appointment Setter
Sales
Human-Agent Transition
Hcross (edge heterophily) 0.375
Edges (total / crossing) 32 / 12
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=31) -0.050
Human Mh -0.113
Handoff Bho (n=12) 0.280
Handoff Mho -0.299
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 4/0/4
Step 1 a1 a2 a3 a4 a5 a6 a7 a8 [ADOPT] [ADOPT] Step 2 b1 b2 b3 b4 b5 b6 b7 b8 b9 b10 Step 3 c1 c2 c3 [ADOPT] c4 d1 d2 d3 d4 d5 Step 4 e1 e2 e3 e4 e5 e7 e8 Step 5 f1 f2 f3 [ADOPT]
p43
s1
Hotel Asset Management / Finance
Management
Human-Agent Transition
Hcross (edge heterophily) 0.545
Edges (total / crossing) 22 / 12
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=19) -0.171
Human Mh 0.070
Handoff Bho (n=12) 0.154
Handoff Mho -0.394
AI Retention
Strict (adopt only) 0.750
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 3/1/4
Step-1 a1 a2 a3 a4 a5 a6 a7 a8 [ADOPT] a9 a10 Step-2 b1 b2 Step-3 c1 c2 c3 [MODIFY] c4 c5 c6 c7 c8 [ADOPT] c9 c10 c11 c12 [ADOPT] c13
p43
s2
Hotel Asset Management / Finance
Management
Human-Agent Transition
Hcross (edge heterophily) 0.692
Edges (total / crossing) 26 / 18
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=21) -0.148
Human Mh -0.234
Handoff Bho (n=18) -0.160
Handoff Mho -0.312
AI Retention
Strict (adopt only) 0.250
Broad (adopt+modify) 0.875
Responses (adopt/modify/total) 2/5/8
Step 1 a1 a2 a3 a4 a5 a6 a7 [ADOPT] Step 2 b1 b2 b3 b4 b5 [ADOPT] b6 b7 b8 [REJECT] Step 3 + 4 c1 c2 c3 c4 c5 c6 c7 c8 c9 c10 c11 c12 [MODIFY] [MODIFY] [MODIFY] [MODIFY] Step 5 e1 e2 e3 [MODIFY]
p44
s1
Business intelligence analyst
Computer & Mathematical
Human-Agent Transition
Hcross (edge heterophily) 0.650
Edges (total / crossing) 40 / 26
Workflow Topology
Branching W = Br / |E| 0.125
Branch / Merge / Loop 5 / 5 / 1
Collaboration Burst
Human Bh (n=29) -0.069
Human Mh -0.088
Handoff Bho (n=26) -0.031
Handoff Mho -0.214
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 8/0/8
Step 1 a1 a2 a3 a4 a5 a6 a7 a8 [ADOPT] [ADOPT] a9 Step 2 b1 b2 b3 [ADOPT] b4 b5 b6 b7 Step 3 c1 c2 c3 c4 c5 c6 c7 Step 4 d1 d2 d3 d4 d5 d6 d7 [ADOPT] [ADOPT] Step 5 e1 e2 e3 e4 e5 e6 [ADOPT] Step 6 f1 f2 f3 [ADOPT] Step 7 g1 g2 g3 [ADOPT]
p44
s2
Business intelligence analyst
Computer & Mathematical
Human-Agent Transition
Hcross (edge heterophily) 0.692
Edges (total / crossing) 39 / 27
Workflow Topology
Branching W = Br / |E| 0.077
Branch / Merge / Loop 3 / 3 / 2
Collaboration Burst
Human Bh (n=29) -0.014
Human Mh -0.096
Handoff Bho (n=26) 0.170
Handoff Mho -0.336
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 10/0/10
Step 1 a1 a2 a3 a4 a5 [ADOPT] a6 a7 a8 Step 2 b1 b2 b3 b4 b5 b6 [ADOPT] Step 3 c1 c2 c3 c4 c5 c6 [ADOPT] [ADOPT] c7 c8 c9 Step 4 d1 d2 d3 d4 d5 [ADOPT] [ADOPT] [ADOPT] d6 d7 d8 Step 5 e1 e2 e3 [ADOPT] Step 6 f1 f2 f3 [ADOPT] f4 Step 7 g1 g2 g3 [ADOPT] g4
p45
s1
Journalist
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.909
Edges (total / crossing) 22 / 20
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=19) -0.248
Human Mh -0.268
Handoff Bho (n=20) 0.058
Handoff Mho -0.554
AI Retention
Strict (adopt only) 0.857
Broad (adopt+modify) 0.857
Responses (adopt/modify/total) 6/0/7
Step 1 1a 1b 1c Step 2 2a 2b 2c 2d Step 3 3a [REJECT] 3b 3c 3d 3e 3f Step 4 4a [ADOPT] [ADOPT] 4b 4c 4d 4e Step 5 5a 5b 5c 5d 5e Step 6 6a [ADOPT] [ADOPT] 6b 6c Step 7 7a [ADOPT] 7b 7c [ADOPT]
p45
s2
Journalist
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.828
Edges (total / crossing) 29 / 24
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=22) -0.311
Human Mh -0.016
Handoff Bho (n=24) 0.060
Handoff Mho -0.311
AI Retention
Strict (adopt only) 0.667
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 6/3/9
Step 1 1a 1b 1c 1d 1e 1f [ADOPT] 1g 1h [ADOPT] Step 2 2a 2b 2c Step 3 3a 3b 3c 3d [ADOPT] Step 4 4a 4b 4c 4d 4e [MODIFY] 4f 4g [MODIFY] 4h 4i [ADOPT] 4j 4k [ADOPT] 4l 4m Step 5 5a 5b 5c 5d [MODIFY] 5e 5f [ADOPT]
p46
s1
Architect
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.629
Edges (total / crossing) 70 / 44
Workflow Topology
Branching W = Br / |E| 0.014
Branch / Merge / Loop 1 / 1 / 0
Collaboration Burst
Human Bh (n=54) 0.131
Human Mh 0.143
Handoff Bho (n=44) 0.340
Handoff Mho -0.178
AI Retention
Strict (adopt only) 0.250
Broad (adopt+modify) 0.500
Responses (adopt/modify/total) 1/1/4
Step 1 a1 a2 Step 2 b1 b2 b3 b4 b5 b6 b7 [REJECT] Step 3 c1 c2 c3 c4 c5 c6 c7 c8 c9 c10 c11 c12 c13 c14 c15 c16 c17 c18 [MODIFY] c19 c20 c21 Step 2 d1 d2 d3 d4 d5 d6 d7 Step 3 e1 e2 e3 e4 [ADOPT] e5 e6 e7 e8 e9 e10 e11 e12 e13 e14 e15 [REJECT] e16 e17 e18 e19 Step 4 f1 f2 f3 f4 f5 f6 f7 f8 f9 f10 f11 f12 f13 Step 5 g1 g2 g3 g4 g5 g6 g7
p46
s2
Architect
Architecture & Engineering
Human-Agent Transition
Hcross (edge heterophily) 0.593
Edges (total / crossing) 27 / 16
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=27) -0.097
Human Mh 0.164
Handoff Bho (n=16) 0.165
Handoff Mho -0.520
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 7/0/7
Step 1 a1 a2 Step 2 b1 b2 b3 b4 b5 b6 Step 3 c1 c2 c3 c4 c5 c6 c7 [ADOPT] c8 [ADOPT] Step 4 d1 d2 d3 d4 [ADOPT] d5 [ADOPT] d6 d7 d8 Step 5 e1 Step 6 f1 f2 f3 f4 [ADOPT] f5 [ADOPT] Step 7 g1 g2 g3 g4 [ADOPT] Step 5 h1
p47
s1
Video editor
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.478
Edges (total / crossing) 46 / 22
Workflow Topology
Branching W = Br / |E| 0.043
Branch / Merge / Loop 2 / 1 / 4
Collaboration Burst
Human Bh (n=36) 0.222
Human Mh 0.108
Handoff Bho (n=22) 0.362
Handoff Mho -0.179
AI Retention
Strict (adopt only) 0.833
Broad (adopt+modify) 0.833
Responses (adopt/modify/total) 5/0/6
Step 1 s1n1 s1n2 s1n3 Step 4 s2n1 s2n2 s2n3 s2n4 s2n4-1 s2n4-2 s2n4-3 s2n5 [REJECT] s2n6 s2n7 Step 2 s3n1 s3n2 s3n3 Step 3 s4n1 s4n2 s4n3 s4n4 s4n5 s4n6 s4n7 s4n8 s4n9 Step 5 e1 e2 e3 e4 e5 e6 e7 e8 e9 e10 e11 e12 e13 e14 e15 e16 e17 e18 e19 e20 e21 e22 [ADOPT] [ADOPT] [ADOPT] [ADOPT] [ADOPT]
p47
s2
Video editor
Arts & Design
Human-Agent Transition
Hcross (edge heterophily) 0.455
Edges (total / crossing) 88 / 40
Workflow Topology
Branching W = Br / |E| 0.023
Branch / Merge / Loop 2 / 2 / 2
Collaboration Burst
Human Bh (n=72) 0.024
Human Mh 0.129
Handoff Bho (n=40) 0.238
Handoff Mho -0.103
AI Retention
Strict (adopt only) 0.286
Broad (adopt+modify) 0.429
Responses (adopt/modify/total) 4/2/14
Step 1 1a 1b 1c 1ca 1cb 1cc 1d 1e [REJECT] 1f 1g 1h 1i 1j 1k 1l 1m 1n [REJECT] [REJECT] 1o 1p Step 2 2a 2b 2c 2d 2e 2f 2g 2h 2i 2j Step 3 3a 3b 3c 3d 3e 3f 3g 3h [MODIFY] 3i 3j 3k 3l 3m [MODIFY] 3n 3o 3p [ADOPT] Step 1 4a 4b 4c 4ca 4cb 4cc 4cd [REJECT] 4d [REJECT] [REJECT] 4e 4f 4g 4h 4i 4j 4k 4l 4m 4n 4o 4p 4q 4r [ADOPT] [ADOPT] Step 5 5a 5b 5c 5d 5e 5f 5g 5h 5i 5j 5k [REJECT] 5l 5m Step 4 6a 6b 6c 6d 6e 6f 6g 6h [REJECT] 6i [ADOPT] Step 6 7a 7b 7c
p48
s1
Bioinformatician
Science
Human-Agent Transition
Hcross (edge heterophily) 1.000
Edges (total / crossing) 14 / 14
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=12) -0.003
Human Mh -0.359
Handoff Bho (n=14) -0.033
Handoff Mho 0.038
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 4/0/4
Step 1 a1 a2 a3 a4 a5 Step 2 b1 b2 b3 Step 3 c1 c2 c3 Step 4 d1 d2 d3 Step 5 e1 e2 e3 e4 e5 [ADOPT] [ADOPT] [ADOPT] [ADOPT]
p48
s2
Bioinformatician
Science
Human-Agent Transition
Hcross (edge heterophily) 0.933
Edges (total / crossing) 15 / 14
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=13) -0.119
Human Mh -0.726
Handoff Bho (n=14) -0.361
Handoff Mho 0.302
AI Retention
Strict (adopt only) 0.833
Broad (adopt+modify) 0.833
Responses (adopt/modify/total) 5/0/6
Step 1 a1 a2 a3 a4 Step 2 b1 b2 b3 [REJECT] b4 b5 Step 3 c1 c2 c3 c4 c5 Step 4 d1 d2 d3 Step 5 e1 e2 e3 [ADOPT] [ADOPT] [ADOPT] [ADOPT] [ADOPT]
p49
s1
Medical AI Researcher
Education
Human-Agent Transition
Hcross (edge heterophily) 0.364
Edges (total / crossing) 33 / 12
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=37) -0.276
Human Mh -0.081
Handoff Bho (n=12) 0.136
Handoff Mho -0.585
AI Retention
Strict (adopt only) 0.000
Broad (adopt+modify) 0.500
Responses (adopt/modify/total) 0/2/4
Step 1 a1 a2 a3 a4 Step 2 b1 b2 b3 b4 b5 [REJECT] b6 Step 3 c1 c2 c3 Step 4 d1 d2 Step 5 e1 e2 e3 e4 [MODIFY] e5 e6 e7 e8 e9 e10 e11 [REJECT] Step 6 f1 f2 f3 [MODIFY] f4 Step 7 g1 g2 Step 8 h1 Step 9 i1 i2 Step 10 j1 j2 j3 j4 j5 j6 j7 j8
p49
s2
Medical AI Researcher
Education
Human-Agent Transition
Hcross (edge heterophily) 0.364
Edges (total / crossing) 33 / 12
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=34) -0.360
Human Mh -0.007
Handoff Bho (n=12) 0.081
Handoff Mho -0.776
AI Retention
Strict (adopt only) 0.000
Broad (adopt+modify) 0.000
Responses (adopt/modify/total) 0/0/4
Step 1 a1 a2 Step 3 b1 b2 b3 b4 [REJECT] b5 [REJECT] b6 b7 b8 b9 b10 Step 2 c1 c2 c3 c4 c5 c6 c7 c8 c9 [REJECT] c10 Step 4 d1 d2 d3 d4 d5 Step 5 e1 e2 e3 Step 6 f1 f2 f3 Step 7 g1 g2 g3 [REJECT] g4 g5 g6 g7
p50
s1
Sales and Marketing Ops
Sales
Human-Agent Transition
Hcross (edge heterophily) 0.696
Edges (total / crossing) 23 / 16
Workflow Topology
Branching W = Br / |E| 0.043
Branch / Merge / Loop 1 / 2 / 1
Collaboration Burst
Human Bh (n=19) -0.130
Human Mh -0.190
Handoff Bho (n=14) 0.095
Handoff Mho -0.528
AI Retention
Strict (adopt only) 0.600
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 3/2/5
Step 1 a1 a2 a3 Step 2 b1 b2 b3 [ADOPT] b4 Step 3 c1 c2 c3 c4 c5 [MODIFY] c6 c7 c8 c9 c10 c11 Step 4 d1 [MODIFY] d4 d5 d6 [ADOPT] d7 Step 5 e1 e2 e3 [ADOPT]
p50
s2
Sales and Marketing Ops
Sales
Human-Agent Transition
Hcross (edge heterophily) 0.842
Edges (total / crossing) 19 / 16
Workflow Topology
Branching W = Br / |E| 0.158
Branch / Merge / Loop 3 / 3 / 1
Collaboration Burst
Human Bh (n=15) 0.006
Human Mh -0.088
Handoff Bho (n=13) 0.126
Handoff Mho -0.462
AI Retention
Strict (adopt only) 1.000
Broad (adopt+modify) 1.000
Responses (adopt/modify/total) 5/0/5
Step 1 a1 a2 a3 a4 a5 a6 [ADOPT] Step 2 b1 b3 b4 [ADOPT] Step 3 c1 c2 c3 [ADOPT] Step 4 d1 d2 d3 d4 [ADOPT] Step 5 e1 e2 e3 e4 e5 [ADOPT]
p51
s1
Senior Project Manager
Business & Finance
Human-Agent Transition
Hcross (edge heterophily) 0.696
Edges (total / crossing) 46 / 32
Workflow Topology
Branching W = Br / |E| 0.000
Branch / Merge / Loop 0 / 0 / 0
Collaboration Burst
Human Bh (n=35) 0.048
Human Mh -0.044
Handoff Bho (n=32) 0.230
Handoff Mho -0.323
AI Retention
Strict (adopt only) 0.818
Broad (adopt+modify) 0.909
Responses (adopt/modify/total) 9/1/11
Step 1 a1 a2 a3 a4 a5 a6 a7 a8 a9 a10 [ADOPT] a11 a12 a13 [ADOPT] Step 2 b1 b2 b3 b4 b5 b6 [ADOPT] b7 Step 3 c1 c2 c3 c4 c5 [MODIFY] [ADOPT] c6 c7 c8 c9 [ADOPT] Step 4 d1 d2 d3 d4 d5 d6 [ADOPT] Step 5 e1 e2 e3 e4 e5 e6 e7 e8 e9 e10 e11 e12 e13 e14 e15 e16 [ADOPT] [ADOPT] [REJECT] [ADOPT]
p51
s2
Senior Project Manager
Business & Finance
Human-Agent Transition
Hcross (edge heterophily) 0.655
Edges (total / crossing) 55 / 36
Workflow Topology
Branching W = Br / |E| 0.018
Branch / Merge / Loop 1 / 1 / 0
Collaboration Burst
Human Bh (n=41) -0.109
Human Mh -0.082
Handoff Bho (n=36) 0.097
Handoff Mho -0.469
AI Retention
Strict (adopt only) 0.400
Broad (adopt+modify) 0.900
Responses (adopt/modify/total) 4/5/10
Step 1 a1 a2 a3 a4 a5 a6 a7 [MODIFY] [MODIFY] Step 2 b1 b2 b3 b4 b5 b6 b7 b8 b9 b10 b11 b12 b13 [ADOPT] [ADOPT] Step 3 c1 c2 c3 c4 c5 c6 c7 c8 c9 c10 c11 c12 c13 c14 c15 c16 [MODIFY] [ADOPT] Step 4 d1 d2 d3 d4 d5 d6 [ADOPT] Step 5 e1 e2 e3 e4 e5 e6 e7 e8 e9 e10 e11 e12 e13 e14 e15 e16 e17 [MODIFY] [MODIFY] [REJECT]