covered
Finance
Front-office analysis and controlled advisory output are now inside the automation blast radius.
22 Jun 2026Intelligence
GDPval Exposure Intelligence
The professions are being scored. extrophi turns GDPval, Artificial Analysis, and our own sector overlays into a working exposure map for operators, analysts, creatives, and builders.
Current signal GPT-5.5 is modeled here at 84.9% on GDPval-style work. Parity is no longer a theory problem. Open the scorecard on Iamcodio.com
projected
Performance Marketing
Media buying, analytics interpretation, lifecycle strategy, and execution QA are converging into one scoreable workflow.
15 Aug 2026covered
Communications
Editorial, reporting, creative packaging, and PR-adjacent deliverables are already benchmarkable.
8 Jul 2026projected
Consumer Goods
Retail, merchandising, and category execution are the next wave once multimodal workflows become cheaper and more reliable.
14 Nov 2026GDPval Exposure Score
Software Developers
Professional, Scientific, and Technical Services
Score 82
Current stage near-parity
Projected parity 5 Jun 2026
Faster than human 90x
Cheaper than human 1.63x
Progression curve
GPT-4o 13.7%
GPT-5.2 70%
GPT-5.5 84.9%
90% parity threshold
GDPval Exposure Score
Financial and Investment Analysts
Finance and Insurance
Score 79
Current stage near-parity
Projected parity 14 Jun 2026
Faster than human 121x
Cheaper than human 1.51x
Progression curve
GPT-4o 13.7%
GPT-5.2 70%
GPT-5.5 84.9%
90% parity threshold
GDPval Exposure Score
Editors
Information
Score 77
Current stage near-parity
Projected parity 28 Jun 2026
Faster than human 132x
Cheaper than human 1.46x
Progression curve
GPT-4o 13.7%
GPT-5.2 70%
GPT-5.5 84.9%
90% parity threshold
GDPval Exposure Score
Project Management Specialists
Professional, Scientific, and Technical Services
Score 74
Current stage replacement-risk
Projected parity 11 Jul 2026
Faster than human 129x
Cheaper than human 1.42x
Progression curve
GPT-4o 13.7%
GPT-5.2 70%
GPT-5.5 84.9%
90% parity threshold
GDPval Exposure Score
Customer Service Representatives
Finance and Insurance
Score 73
Current stage replacement-risk
Projected parity 24 Jul 2026
Faster than human 167x
Cheaper than human 1.52x
Progression curve
GPT-4o 13.7%
GPT-5.2 70%
GPT-5.5 84.9%
90% parity threshold
GDPval Exposure Score
Accountants and Auditors
Professional, Scientific, and Technical Services
Score 72
Current stage replacement-risk
Projected parity 26 Jul 2026
Faster than human 112x
Cheaper than human 1.37x
Progression curve
GPT-4o 13.7%
GPT-5.2 70%
GPT-5.5 84.9%
90% parity threshold
GDPval Exposure Score
Order Clerks
Wholesale Trade
Score 71
Current stage replacement-risk
Projected parity 1 Aug 2026
Faster than human 175x
Cheaper than human 1.57x
Progression curve
GPT-4o 13.7%
GPT-5.2 70%
GPT-5.5 84.9%
90% parity threshold
GDPval Exposure Score
Medical Secretaries and Administrative Assistants
Health Care and Social Assistance
Score 69
Current stage replacement-risk
Projected parity 8 Aug 2026
Faster than human 148x
Cheaper than human 1.44x
Progression curve
GPT-4o 13.7%
GPT-5.2 70%
GPT-5.5 84.9%
90% parity threshold
GDPval Exposure Score
News Analysts, Reporters, and Journalists
Information
Score 69
Current stage replacement-risk
Projected parity 17 Aug 2026
Faster than human 104x
Cheaper than human 1.26x
Progression curve
GPT-4o 13.7%
GPT-5.2 70%
GPT-5.5 84.9%
90% parity threshold
GDPval Exposure Score
Financial Managers
Finance and Insurance
Score 68
Current stage replacement-risk
Projected parity 19 Aug 2026
Faster than human 106x
Cheaper than human 1.29x
Progression curve
GPT-4o 13.7%
GPT-5.2 70%
GPT-5.5 84.9%
90% parity threshold
GDPval Exposure Score
Shipping, Receiving, and Inventory Clerks
Manufacturing
Score 67
Current stage replacement-risk
Projected parity 27 Aug 2026
Faster than human 156x
Cheaper than human 1.48x
Progression curve
GPT-4o 13.7%
GPT-5.2 70%
GPT-5.5 84.9%
90% parity threshold
GDPval Exposure Score
First-Line Supervisors of Office / Admin Support
Health Care and Social Assistance
Score 66
Current stage replacement-risk
Projected parity 30 Aug 2026
Faster than human 121x
Cheaper than human 1.35x
Progression curve
GPT-4o 13.7%
GPT-5.2 70%
GPT-5.5 84.9%
90% parity threshold
All 44 professions
Sorted by exposure score
| Profession | Sector | Vertical | Score | Stage | Parity Date |
|---|---|---|---|---|---|
| Software Developers | Professional, Scientific, and Technical Services | performance-marketing | 82 | near-parity | 5 Jun 2026 |
| Financial and Investment Analysts | Finance and Insurance | finance | 79 | near-parity | 14 Jun 2026 |
| Editors | Information | communications | 77 | near-parity | 28 Jun 2026 |
| Project Management Specialists | Professional, Scientific, and Technical Services | performance-marketing | 74 | replacement-risk | 11 Jul 2026 |
| Customer Service Representatives | Finance and Insurance | consumer-goods | 73 | replacement-risk | 24 Jul 2026 |
| Accountants and Auditors | Professional, Scientific, and Technical Services | finance | 72 | replacement-risk | 26 Jul 2026 |
| Order Clerks | Wholesale Trade | consumer-goods | 71 | replacement-risk | 1 Aug 2026 |
| Medical Secretaries and Administrative Assistants | Health Care and Social Assistance | communications | 69 | replacement-risk | 8 Aug 2026 |
| News Analysts, Reporters, and Journalists | Information | communications | 69 | replacement-risk | 17 Aug 2026 |
| Financial Managers | Finance and Insurance | finance | 68 | replacement-risk | 19 Aug 2026 |
| Shipping, Receiving, and Inventory Clerks | Manufacturing | consumer-goods | 67 | replacement-risk | 27 Aug 2026 |
| First-Line Supervisors of Office / Admin Support | Health Care and Social Assistance | communications | 66 | replacement-risk | 30 Aug 2026 |
| Film and Video Editors | Information | communications | 66 | replacement-risk | 8 Sept 2026 |
| Administrative Services Managers | Government | communications | 65 | replacement-risk | 5 Sept 2026 |
| Producers and Directors | Information | communications | 64 | replacement-risk | 12 Sept 2026 |
| Buyers and Purchasing Agents | Manufacturing | consumer-goods | 63 | replacement-risk | 19 Sept 2026 |
| Sales Reps, Wholesale and Mfg (Except Tech / Scientific) | Wholesale Trade | performance-marketing | 62 | replacement-risk | 24 Sept 2026 |
| Audio and Video Technicians | Information | communications | 62 | replacement-risk | 29 Sept 2026 |
| Counter and Rental Clerks | Real Estate and Rental and Leasing | consumer-goods | 61 | replacement-risk | 3 Oct 2026 |
| Computer and Information Systems Managers | Professional, Scientific, and Technical Services | performance-marketing | 61 | assist-heavy | 28 Oct 2026 |
| First-Line Supervisors of Non-Retail Sales Workers | Wholesale Trade | performance-marketing | 60 | assist-heavy | 16 Oct 2026 |
| Lawyers | Professional, Scientific, and Technical Services | finance | 59 | assist-heavy | 29 Nov 2026 |
| Concierges | Real Estate and Rental and Leasing | consumer-goods | 58 | replacement-risk | 9 Nov 2026 |
| Compliance Officers | Government | finance | 58 | assist-heavy | 1 Dec 2026 |
| Sales Managers | Wholesale Trade | performance-marketing | 58 | assist-heavy | 6 Dec 2026 |
| Industrial Engineers | Manufacturing | consumer-goods | 57 | assist-heavy | 9 Dec 2026 |
| Securities, Commodities, and Financial Services Sales Agents | Finance and Insurance | finance | 57 | assist-heavy | 13 Dec 2026 |
| Property / RE / Community Association Managers | Real Estate and Rental and Leasing | communications | 56 | assist-heavy | 18 Dec 2026 |
| Medical and Health Services Managers | Health Care and Social Assistance | finance | 55 | assist-heavy | 17 Jan 2027 |
| Sales Reps, Wholesale and Mfg (Tech / Scientific) | Wholesale Trade | performance-marketing | 55 | assist-heavy | 14 Jan 2027 |
| First-Line Supervisors of Production and Operating Workers | Manufacturing | consumer-goods | 54 | assist-heavy | 6 Jan 2027 |
| Personal Financial Advisors | Finance and Insurance | finance | 54 | assist-heavy | 27 Jan 2027 |
| General and Operations Managers | Retail Trade | consumer-goods | 53 | assist-heavy | 24 Feb 2027 |
| Real Estate Sales Agents | Real Estate and Rental and Leasing | communications | 52 | assist-heavy | 10 Feb 2027 |
| First-Line Supervisors of Retail Sales Workers | Retail Trade | consumer-goods | 51 | assist-heavy | 5 Mar 2027 |
| Mechanical Engineers | Manufacturing | consumer-goods | 49 | augmentation | 14 Mar 2027 |
| Real Estate Brokers | Real Estate and Rental and Leasing | finance | 48 | augmentation | 22 Apr 2027 |
| Private Detectives and Investigators | Retail Trade | communications | 46 | augmentation | 27 May 2027 |
| Recreation Workers | Government | consumer-goods | 44 | assist-heavy | 5 May 2027 |
| Child, Family, and School Social Workers | Government | communications | 39 | augmentation | 16 Sept 2027 |
| Registered Nurses | Health Care and Social Assistance | communications | 36 | augmentation | 13 Oct 2027 |
| First-Line Supervisors of Police and Detectives | Government | communications | 34 | augmentation | 22 Nov 2027 |
| Nurse Practitioners | Health Care and Social Assistance | communications | 33 | augmentation | 10 Jan 2028 |
| Pharmacists | Retail Trade | consumer-goods | 31 | augmentation | 8 Mar 2028 |