Each function’s share of distinct roles, by month. Time an application to the season that actually hires for it.
Every number is measured from real job postings tracked across the US, Canada, and remote markets. Thin samples are suppressed rather than estimated, and Canadian pay stays in Canadian dollars.
| Function | Month | Share of hiring | Distinct roles |
|---|---|---|---|
| Accounting | 2018-09-01 | 100% | 1 |
| Accounting | 2019-05-01 | 100% | 1 |
| Accounting | 2020-10-01 | 100% | 2 |
| Accounting | 2020-11-01 | 100% | 1 |
| Accounting | 2021-03-01 | 50% | 1 |
| Accounting | 2021-05-01 | 100% | 1 |
| Accounting | 2022-01-01 | 100% | 1 |
| Accounting | 2022-08-01 | 33.3% | 1 |
| Accounting | 2022-12-01 | 100% | 1 |
| Accounting | 2023-02-01 | 60% | 3 |
| Accounting | 2023-03-01 | 25% | 1 |
| Accounting | 2023-05-01 | 60% | 3 |
| Accounting | 2023-09-01 | 50% | 1 |
| Accounting | 2023-10-01 | 66.7% | 2 |
| Accounting | 2023-11-01 | 20% | 1 |
| Accounting | 2023-12-01 | 100% | 1 |
| Accounting | 2024-02-01 | 33.3% | 1 |
| Accounting | 2024-03-01 | 41.7% | 5 |
| Accounting | 2024-05-01 | 28.6% | 2 |
| Accounting | 2024-06-01 | 28.6% | 2 |
| Accounting | 2024-07-01 | 16.7% | 1 |
| Accounting | 2024-08-01 | 30.8% | 4 |
| Accounting | 2024-09-01 | 23.5% | 4 |
| Accounting | 2024-10-01 | 15.4% | 6 |
| Accounting | 2024-11-01 | 9.1% | 1 |
| Accounting | 2025-01-01 | 6.7% | 1 |
| Accounting | 2025-02-01 | 15% | 3 |
| Accounting | 2025-03-01 | 25% | 3 |
| Accounting | 2025-04-01 | 30% | 3 |
| Accounting | 2025-05-01 | 47.1% | 8 |
| Accounting | 2025-06-01 | 5.3% | 1 |
| Accounting | 2025-07-01 | 17.4% | 4 |
| Accounting | 2025-08-01 | 18.9% | 7 |
| Accounting | 2025-09-01 | 20.9% | 9 |
| Accounting | 2025-10-01 | 16.4% | 11 |
| Accounting | 2025-11-01 | 34.6% | 2,214 |
| Accounting | 2025-12-01 | 31.1% | 5,035 |
| Accounting | 2026-01-01 | 31.4% | 6,436 |
| Accounting | 2026-02-01 | 32.7% | 7,618 |
| Accounting | 2026-03-01 | 34.1% | 6,708 |
| Accounting | 2026-04-01 | 34.9% | 9,094 |
| Accounting | 2026-05-01 | 33.5% | 8,414 |
| Accounting | 2026-06-01 | 32.7% | 9,152 |
| Accounting | 2026-07-01 | 31.5% | 8,840 |
| Accounting | 2026-08-01 | 30% | 10,071 |
| Accounting | 2026-09-01 | 27.6% | 12,379 |
| Accounting | 2026-10-01 | 27.7% | 7,483 |
| Advisory | 2024-03-01 | 8.3% | 1 |
| Advisory | 2025-11-01 | 0.2% | 12 |
| Advisory | 2025-12-01 | 0.1% | 16 |
| Advisory | 2026-01-01 | 0.1% | 26 |
| Advisory | 2026-02-01 | 0.2% | 43 |
| Advisory | 2026-03-01 | 0.1% | 28 |
| Advisory | 2026-04-01 | 0.2% | 41 |
| Advisory | 2026-05-01 | 0.2% | 39 |
| Advisory | 2026-06-01 | 0.1% | 37 |
| Advisory | 2026-07-01 | 0.1% | 35 |
| Advisory | 2026-08-01 | 0.1% | 42 |
| Advisory | 2026-09-01 | 0.1% | 51 |
| Advisory | 2026-10-01 | 0.1% | 25 |
| Ap Ar | 2021-03-01 | 50% | 1 |
| Ap Ar | 2022-08-01 | 33.3% | 1 |
| Ap Ar | 2022-11-01 | 33.3% | 1 |
| Ap Ar | 2023-03-01 | 25% | 1 |
| Ap Ar | 2024-09-01 | 5.9% | 1 |
| Ap Ar | 2024-11-01 | 9.1% | 1 |
| Ap Ar | 2025-05-01 | 5.9% | 1 |
| Ap Ar | 2025-07-01 | 4.3% | 1 |
| Ap Ar | 2025-08-01 | 5.4% | 2 |
| Ap Ar | 2025-09-01 | 4.7% | 2 |
| Ap Ar | 2025-10-01 | 1.5% | 1 |
| Ap Ar | 2025-11-01 | 10.1% | 643 |
| Ap Ar | 2025-12-01 | 8.6% | 1,397 |
| Ap Ar | 2026-01-01 | 9.5% | 1,953 |
| Ap Ar | 2026-02-01 | 9.7% | 2,267 |
| Ap Ar | 2026-03-01 | 9.4% | 1,855 |
| Ap Ar | 2026-04-01 | 9.5% | 2,483 |
| Ap Ar | 2026-05-01 | 9.6% | 2,417 |
| Ap Ar | 2026-06-01 | 9.3% | 2,607 |
| Ap Ar | 2026-07-01 | 9% | 2,518 |
| Ap Ar | 2026-08-01 | 8.8% | 2,959 |
| Ap Ar | 2026-09-01 | 8% | 3,575 |
| Ap Ar | 2026-10-01 | 8.2% | 2,205 |
| Audit | 2024-08-01 | 7.7% | 1 |
| Audit | 2025-07-01 | 4.3% | 1 |
| Audit | 2025-08-01 | 2.7% | 1 |
| Audit | 2025-09-01 | 2.3% | 1 |
| Audit | 2025-10-01 | 3% | 2 |
| Audit | 2025-11-01 | 2.4% | 156 |
| Audit | 2025-12-01 | 2.2% | 360 |
| Audit | 2026-01-01 | 2.3% | 462 |
| Audit | 2026-02-01 | 2.4% | 564 |
| Audit | 2026-03-01 | 2.3% | 454 |
| Audit | 2026-04-01 | 2.3% | 587 |
| Audit | 2026-05-01 | 2.2% | 562 |
| Audit | 2026-06-01 | 2.4% | 665 |
| Audit | 2026-07-01 | 2.6% | 732 |
| Audit | 2026-08-01 | 2.9% | 966 |
| Audit | 2026-09-01 | 3.4% | 1,501 |
| Audit | 2026-10-01 | 2.8% | 763 |
| Fpa Finance | 2017-06-01 | 33.3% | 1 |
| Fpa Finance | 2019-10-01 | 100% | 1 |
| Fpa Finance | 2023-08-01 | 50% | 1 |
| Fpa Finance | 2024-01-01 | 50% | 1 |
| Fpa Finance | 2024-03-01 | 8.3% | 1 |
| Fpa Finance | 2024-06-01 | 14.3% | 1 |
| Fpa Finance | 2024-11-01 | 9.1% | 1 |
| Fpa Finance | 2025-04-01 | 10% | 1 |
| Fpa Finance | 2025-06-01 | 10.5% | 2 |
| Fpa Finance | 2025-08-01 | 13.5% | 5 |
| Fpa Finance | 2025-09-01 | 18.6% | 8 |
| Fpa Finance | 2025-10-01 | 16.4% | 11 |
| Fpa Finance | 2025-11-01 | 14.1% | 899 |
| Fpa Finance | 2025-12-01 | 15.1% | 2,448 |
| Fpa Finance | 2026-01-01 | 14.8% | 3,032 |
| Fpa Finance | 2026-02-01 | 15.5% | 3,610 |
| Fpa Finance | 2026-03-01 | 16.4% | 3,237 |
| Fpa Finance | 2026-04-01 | 16% | 4,171 |
| Fpa Finance | 2026-05-01 | 16% | 4,017 |
| Fpa Finance | 2026-06-01 | 16.6% | 4,644 |