Is YOUR job safe from AI?
Nearly half of all professional roles will be substantially disrupted in the next 3 years (PwC 2026) - but that number means almost nothing without knowing which side of it you're on.
A 50-year manufacturing veteran faces a completely different risk than a 3-year customer success rep. An engineer building AI tools daily is in a completely different position than one who hasn't touched it. Your specific combination tells a very different story from the average.
4 questions. 30 seconds. A score built from PwC, McKinsey, Federal Reserve, and BCG data - personalized to your actual situation.
Built by a 22-year ops leader who's watched AI reshape every industry he's worked in.
Start with your industry - the baseline alone tells a story.
58%
Manufacturing AI adoption YoY
127%
Financial firms AI adoption
163%
Productivity boost in AI-exposed companies
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Industry AI adoption (0-40) ¹ ²
Normalized from Federal Reserve BTOS (2026) adoption rates. Per-industry baseline risk: Technology 35pts, Finance 30pts, Professional Services 28pts, Retail 24pts, Manufacturing 22pts, Healthcare 20pts, Government 15pts, Education 15pts.
Role automation exposure (0-30) ³ ⁵
Based on McKinsey Global Institute's automation potential by function (2025) and Anthropic's Labor Market Study (2026). Per-role baseline risk: Administrative 28pts, Customer Support 24pts, Engineering 22pts, Sales 18pts, Operations 15pts, Leadership 8pts.
Experience modifier (-10 to +10) ¹
PwC 2026: junior roles in high-exposure fields are 7x more likely to demand senior skills. Buckets: <3yr +10pts, 4–7yr +5pts, 8–12yr 0pts, 13–20yr −3pts, 21+yr −7pts.
AI adoption modifier (-15 to +5) ⁴
BCG 2026: active AI users face lower displacement risk. PwC: AI-fluent professionals command 56% wage premiums. Buckets: Not Yet +5pts, Experimenting +2pts, Using Daily −8pts, Building With It −15pts.
1 PwC · 2 Federal Reserve · 3 McKinsey · 4 BCG · 5 Anthropic
AI Replacement Score for Operations / Process in Manufacturing (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Operations / Process professionals in manufacturing face a moderate AI replacement risk of 37 out of 100. Manufacturing shows Fastest-growing AI adopter at 58% YoY growth (Federal Reserve). For operations / process roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Customer Success / Support in Manufacturing (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Customer Success / Support professionals in manufacturing face a moderate AI replacement risk of 46 out of 100. Manufacturing shows Fastest-growing AI adopter at 58% YoY growth (Federal Reserve). For customer success / support roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Engineering / Technical in Manufacturing (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Engineering / Technical professionals in manufacturing face a moderate AI replacement risk of 44 out of 100. Manufacturing shows Fastest-growing AI adopter at 58% YoY growth (Federal Reserve). For engineering / technical roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Sales / Business Development in Manufacturing (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Sales / Business Development professionals in manufacturing face a moderate AI replacement risk of 40 out of 100. Manufacturing shows Fastest-growing AI adopter at 58% YoY growth (Federal Reserve). For sales / business development roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Leadership / Executive in Manufacturing (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Leadership / Executive professionals in manufacturing face a moderate AI replacement risk of 30 out of 100. Manufacturing shows Fastest-growing AI adopter at 58% YoY growth (Federal Reserve). For leadership / executive roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Administrative in Manufacturing (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Administrative professionals in manufacturing face a moderate AI replacement risk of 50 out of 100. Manufacturing shows Fastest-growing AI adopter at 58% YoY growth (Federal Reserve). For administrative roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Operations / Process in Banking / Finance (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Operations / Process professionals in banking / finance face a moderate AI replacement risk of 45 out of 100. Banking / Finance shows AI adoption growing 127% year-over-year (Federal Reserve BTOS, 2026). For operations / process roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Customer Success / Support in Banking / Finance (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Customer Success / Support professionals in banking / finance face a high AI replacement risk of 54 out of 100. Banking / Finance shows AI adoption growing 127% year-over-year (Federal Reserve BTOS, 2026). For customer success / support roles, high - significant portions of day-to-day execution are being absorbed by AI tools and agents. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Engineering / Technical in Banking / Finance (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Engineering / Technical professionals in banking / finance face a high AI replacement risk of 52 out of 100. Banking / Finance shows AI adoption growing 127% year-over-year (Federal Reserve BTOS, 2026). For engineering / technical roles, high - significant portions of day-to-day execution are being absorbed by AI tools and agents. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Sales / Business Development in Banking / Finance (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Sales / Business Development professionals in banking / finance face a moderate AI replacement risk of 48 out of 100. Banking / Finance shows AI adoption growing 127% year-over-year (Federal Reserve BTOS, 2026). For sales / business development roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Leadership / Executive in Banking / Finance (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Leadership / Executive professionals in banking / finance face a moderate AI replacement risk of 38 out of 100. Banking / Finance shows AI adoption growing 127% year-over-year (Federal Reserve BTOS, 2026). For leadership / executive roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Administrative in Banking / Finance (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Administrative professionals in banking / finance face a high AI replacement risk of 58 out of 100. Banking / Finance shows AI adoption growing 127% year-over-year (Federal Reserve BTOS, 2026). For administrative roles, high - significant portions of day-to-day execution are being absorbed by AI tools and agents. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Operations / Process in Government / Defense (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Operations / Process professionals in government / defense face a moderate AI replacement risk of 30 out of 100. Government / Defense shows Lower AI adoption but fastest-growing segment for AI-transformed roles. For operations / process roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Customer Success / Support in Government / Defense (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Customer Success / Support professionals in government / defense face a moderate AI replacement risk of 39 out of 100. Government / Defense shows Lower AI adoption but fastest-growing segment for AI-transformed roles. For customer success / support roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Engineering / Technical in Government / Defense (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Engineering / Technical professionals in government / defense face a moderate AI replacement risk of 37 out of 100. Government / Defense shows Lower AI adoption but fastest-growing segment for AI-transformed roles. For engineering / technical roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Sales / Business Development in Government / Defense (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Sales / Business Development professionals in government / defense face a moderate AI replacement risk of 33 out of 100. Government / Defense shows Lower AI adoption but fastest-growing segment for AI-transformed roles. For sales / business development roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Leadership / Executive in Government / Defense (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Leadership / Executive professionals in government / defense face a resilient AI replacement risk of 23 out of 100. Government / Defense shows Lower AI adoption but fastest-growing segment for AI-transformed roles. For leadership / executive roles, low - the role combines strategic oversight with physical or relationship-based work that AI augments rather than replaces. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Administrative in Government / Defense (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Administrative professionals in government / defense face a moderate AI replacement risk of 43 out of 100. Government / Defense shows Lower AI adoption but fastest-growing segment for AI-transformed roles. For administrative roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Operations / Process in Technology (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Operations / Process professionals in technology face a moderate AI replacement risk of 50 out of 100. Technology shows Highest AI penetration at 50%+ job exposure. For operations / process roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Customer Success / Support in Technology (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Customer Success / Support professionals in technology face a high AI replacement risk of 59 out of 100. Technology shows Highest AI penetration at 50%+ job exposure. For customer success / support roles, high - significant portions of day-to-day execution are being absorbed by AI tools and agents. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Engineering / Technical in Technology (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Engineering / Technical professionals in technology face a high AI replacement risk of 57 out of 100. Technology shows Highest AI penetration at 50%+ job exposure. For engineering / technical roles, high - significant portions of day-to-day execution are being absorbed by AI tools and agents. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Sales / Business Development in Technology (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Sales / Business Development professionals in technology face a high AI replacement risk of 53 out of 100. Technology shows Highest AI penetration at 50%+ job exposure. For sales / business development roles, high - significant portions of day-to-day execution are being absorbed by AI tools and agents. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Leadership / Executive in Technology (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Leadership / Executive professionals in technology face a moderate AI replacement risk of 43 out of 100. Technology shows Highest AI penetration at 50%+ job exposure. For leadership / executive roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Administrative in Technology (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Administrative professionals in technology face a high AI replacement risk of 63 out of 100. Technology shows Highest AI penetration at 50%+ job exposure. For administrative roles, high - significant portions of day-to-day execution are being absorbed by AI tools and agents. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Operations / Process in Healthcare (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Operations / Process professionals in healthcare face a moderate AI replacement risk of 35 out of 100. Healthcare shows AI adoption accelerating but clinical roles remain human-dependent due to physical presence requirements. For operations / process roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Customer Success / Support in Healthcare (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Customer Success / Support professionals in healthcare face a moderate AI replacement risk of 44 out of 100. Healthcare shows AI adoption accelerating but clinical roles remain human-dependent due to physical presence requirements. For customer success / support roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Engineering / Technical in Healthcare (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Engineering / Technical professionals in healthcare face a moderate AI replacement risk of 42 out of 100. Healthcare shows AI adoption accelerating but clinical roles remain human-dependent due to physical presence requirements. For engineering / technical roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Sales / Business Development in Healthcare (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Sales / Business Development professionals in healthcare face a moderate AI replacement risk of 38 out of 100. Healthcare shows AI adoption accelerating but clinical roles remain human-dependent due to physical presence requirements. For sales / business development roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Leadership / Executive in Healthcare (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Leadership / Executive professionals in healthcare face a moderate AI replacement risk of 28 out of 100. Healthcare shows AI adoption accelerating but clinical roles remain human-dependent due to physical presence requirements. For leadership / executive roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Administrative in Healthcare (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Administrative professionals in healthcare face a moderate AI replacement risk of 48 out of 100. Healthcare shows AI adoption accelerating but clinical roles remain human-dependent due to physical presence requirements. For administrative roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Operations / Process in Retail / E-commerce (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Operations / Process professionals in retail / e-commerce face a moderate AI replacement risk of 39 out of 100. Retail / E-commerce shows 22% AI adoption with 58% growth rate. For operations / process roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Customer Success / Support in Retail / E-commerce (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Customer Success / Support professionals in retail / e-commerce face a moderate AI replacement risk of 48 out of 100. Retail / E-commerce shows 22% AI adoption with 58% growth rate. For customer success / support roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Engineering / Technical in Retail / E-commerce (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Engineering / Technical professionals in retail / e-commerce face a moderate AI replacement risk of 46 out of 100. Retail / E-commerce shows 22% AI adoption with 58% growth rate. For engineering / technical roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Sales / Business Development in Retail / E-commerce (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Sales / Business Development professionals in retail / e-commerce face a moderate AI replacement risk of 42 out of 100. Retail / E-commerce shows 22% AI adoption with 58% growth rate. For sales / business development roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Leadership / Executive in Retail / E-commerce (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Leadership / Executive professionals in retail / e-commerce face a moderate AI replacement risk of 32 out of 100. Retail / E-commerce shows 22% AI adoption with 58% growth rate. For leadership / executive roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Administrative in Retail / E-commerce (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Administrative professionals in retail / e-commerce face a high AI replacement risk of 52 out of 100. Retail / E-commerce shows 22% AI adoption with 58% growth rate. For administrative roles, high - significant portions of day-to-day execution are being absorbed by AI tools and agents. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Operations / Process in Professional Services (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Operations / Process professionals in professional services face a moderate AI replacement risk of 43 out of 100. Professional Services shows 48% job exposure to AI (PwC 2026 AI Jobs Barometer). For operations / process roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Customer Success / Support in Professional Services (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Customer Success / Support professionals in professional services face a high AI replacement risk of 52 out of 100. Professional Services shows 48% job exposure to AI (PwC 2026 AI Jobs Barometer). For customer success / support roles, high - significant portions of day-to-day execution are being absorbed by AI tools and agents. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Engineering / Technical in Professional Services (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Engineering / Technical professionals in professional services face a moderate AI replacement risk of 50 out of 100. Professional Services shows 48% job exposure to AI (PwC 2026 AI Jobs Barometer). For engineering / technical roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Sales / Business Development in Professional Services (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Sales / Business Development professionals in professional services face a moderate AI replacement risk of 46 out of 100. Professional Services shows 48% job exposure to AI (PwC 2026 AI Jobs Barometer). For sales / business development roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Leadership / Executive in Professional Services (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Leadership / Executive professionals in professional services face a moderate AI replacement risk of 36 out of 100. Professional Services shows 48% job exposure to AI (PwC 2026 AI Jobs Barometer). For leadership / executive roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Administrative in Professional Services (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Administrative professionals in professional services face a high AI replacement risk of 56 out of 100. Professional Services shows 48% job exposure to AI (PwC 2026 AI Jobs Barometer). For administrative roles, high - significant portions of day-to-day execution are being absorbed by AI tools and agents. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Operations / Process in Education (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Operations / Process professionals in education face a moderate AI replacement risk of 30 out of 100. Education shows Lowest AI adoption rate among major sectors. For operations / process roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Customer Success / Support in Education (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Customer Success / Support professionals in education face a moderate AI replacement risk of 39 out of 100. Education shows Lowest AI adoption rate among major sectors. For customer success / support roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Engineering / Technical in Education (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Engineering / Technical professionals in education face a moderate AI replacement risk of 37 out of 100. Education shows Lowest AI adoption rate among major sectors. For engineering / technical roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Sales / Business Development in Education (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Sales / Business Development professionals in education face a moderate AI replacement risk of 33 out of 100. Education shows Lowest AI adoption rate among major sectors. For sales / business development roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Leadership / Executive in Education (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Leadership / Executive professionals in education face a resilient AI replacement risk of 23 out of 100. Education shows Lowest AI adoption rate among major sectors. For leadership / executive roles, low - the role combines strategic oversight with physical or relationship-based work that AI augments rather than replaces. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).
AI Replacement Score for Administrative in Education (2026)
According to the 2026 AI Jobs Barometer by PwC and the Federal Reserve's Business Trends and Outlook Survey, Administrative professionals in education face a moderate AI replacement risk of 43 out of 100. Education shows Lowest AI adoption rate among major sectors. For administrative roles, moderate - routine tasks are being automated, but judgment and cross-functional coordination remain human-dependent. Varun Goel's AI Replacement Score framework combines industry AI adoption rates (Federal Reserve BTOS, PwC 2026), role-specific automation exposure (McKinsey Global Institute 2025), and experience-based risk modifiers (PwC AI Jobs Barometer) to produce a single comparable score. Sources: PwC 2026 AI Jobs Barometer, Federal Reserve BTOS (2026), McKinsey Global Institute "The Economic Potential of Generative AI" (2025), BCG "AI Will Reshape More Jobs Than It Replaces" (2026), Anthropic Labor Market Study (2026).