Virginia Beach-Chesapeake-Norfolk, VA-NC · POP 1,797,213 · EMP 763,060 · DATA GRADE A
Virginia Beach, VA
consensus exposure · range [48.3–50.3] across 6 methodologies
more exposed than 64% of US metros
By methodology
| Index | Exposure |
|---|---|
| OpenAI task exposure (Eloundou et al. 2024) | 48.4 |
| Felten language-modeling AIOE (2023) | 48.5 |
| Microsoft AI applicability (2025) | 50.3 |
| Anthropic Economic Index observed usage (2026) | 48.4 |
| Eisfeldt et al. generative-AI exposure (2024) | 48.3 |
| Consensus (mean) | 48.8 |
Table 1. Where indices disagree, that disagreement is information: prediction-style indices (task ratings) and usage-based indices (observed AI conversations) measure different things. Methods §2.
Secondary measures
payroll-weighted exposure — higher than the headcount number: the exposed jobs are the better-paid ones
of workers are in occupations where ≥50% of tasks are LLM-exposed (Eloundou β; threshold-sensitive — note)
of area employment matched to scored occupations (grade A)
Scenario: if replacement-level AI arrives in 2030
Figure 1. Modeled displacement under the median preset (diffusion k=0.8, ceiling 0.75, automation share 0.45, friction lag 1.5y, attrition 3%/y). Solid: positions eliminated. The gap between gross and layoffs is natural attrition — speed of diffusion, not depth of exposure, determines layoffs. This is a scenario, not a forecast: adjust every assumption.
Where the losses land — and your assumptions
Positions eliminated by 2035 per occupation group, under the arrival year selected above. Drag any multiplier if you think we're wrong about a group — your model, your numbers. Multipliers scale that group's task exposure (×0 = immune, ×2 = double).
Table 3. Group exposure = employment-weighted mean task exposure (Eloundou β) over the group's local occupations. Bars use the same scenario engine as Figure 1 (median preset).
Most exposed local occupations
| Occupation | Jobs | Median wage | Exposure [range] | |
|---|---|---|---|---|
| Retail Salespersons | 20,890 | $30,820 | 67 | |
| Office Clerks, General | 12,490 | $44,630 | 82.2 | |
| Customer Service Representatives | 10,960 | $38,150 | 91.1 | |
| General and Operations Managers | 17,400 | $100,340 | 56.5 | |
| Cashiers | 16,840 | $29,320 | 54.8 | |
| Registered Nurses | 16,870 | $89,450 | 48.9 | |
| Business Operations Specialists, All Other | 8,670 | $87,530 | 76.3 | |
| Software Developers | 7,160 | $129,090 | 87.1 | |
| Management Analysts | 6,810 | $101,380 | 83 | |
| Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel | 5,810 | $56,270 | 94.1 |
Table 2. Ranked by exposure × local employment. Bands on the 0–100 occupation scale.
Compare Virginia Beach against any other metro — side by side.