113 lines
3.7 KiB
Markdown
113 lines
3.7 KiB
Markdown
# Market evidence report — actuarial-assistant
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Source: **60 real job ads** (JSearch API, countries: us 60), extracted into the MSSQL evidence store; as of 2026-07-08.
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This report contains extracted, aggregated facts only — no ad text is
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reproduced (copyright / platform terms).
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## Seniority distribution
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| Seniority | Ads | Share |
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|---|---|---|
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| mid | 35 | 58 % |
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| junior | 18 | 30 % |
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| senior | 6 | 10 % |
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| n/a | 1 | 2 % |
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## Tools — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | Microsoft Excel | 33 | 55 % |
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| 2 | SQL | 32 | 53 % |
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| 3 | Python | 22 | 37 % |
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| 4 | SAS | 14 | 23 % |
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| 5 | VBA | 12 | 20 % |
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| 6 | R language | 7 | 12 % |
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| 7 | Microsoft PowerPoint | 6 | 10 % |
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| 8 | AXIS | 4 | 7 % |
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| 9 | Microsoft Word | 4 | 7 % |
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| 10 | Power BI | 4 | 7 % |
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| 11 | R programming language | 4 | 7 % |
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| 12 | GGY Axis | 3 | 5 % |
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| 13 | Microsoft Access | 3 | 5 % |
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## Hard skills — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | data analysis | 36 | 60 % |
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| 2 | actuarial modeling | 23 | 38 % |
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| 3 | statistical analysis | 14 | 23 % |
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| 4 | financial modeling | 11 | 18 % |
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| 5 | financial reporting | 10 | 17 % |
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| 6 | risk assessment | 9 | 15 % |
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| 7 | pricing | 8 | 13 % |
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| 8 | actuarial analysis | 7 | 12 % |
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| 9 | risk management | 7 | 12 % |
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| 10 | statistical modeling | 7 | 12 % |
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| 11 | financial analysis | 6 | 10 % |
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| 12 | project management | 6 | 10 % |
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| 13 | forecasting | 5 | 8 % |
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| 14 | model validation | 5 | 8 % |
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| 15 | predictive modeling | 5 | 8 % |
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| 16 | pricing analysis | 5 | 8 % |
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| 17 | valuation | 5 | 8 % |
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| 18 | profitability analysis | 4 | 7 % |
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| 19 | trend analysis | 4 | 7 % |
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| 20 | cost projection | 3 | 5 % |
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| 21 | process improvement | 3 | 5 % |
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| 22 | risk quantification | 3 | 5 % |
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## Methods — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | benchmarking | 3 | 5 % |
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| 2 | machine learning | 3 | 5 % |
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| 3 | predictive modeling | 3 | 5 % |
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| 4 | value-based care | 3 | 5 % |
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## Responsibilities — full market ranking
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| # | Item | Ads | Share |
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| 1 | model development | 11 | 18 % |
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| 2 | data analysis | 10 | 17 % |
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| 3 | report preparation | 6 | 10 % |
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| 4 | process improvement | 5 | 8 % |
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| 5 | client communication | 3 | 5 % |
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| 6 | client deliverable preparation | 3 | 5 % |
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| 7 | data gathering | 3 | 5 % |
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## Job title variants in the market
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| Title | Ads |
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|---|---|
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| Actuarial Assistant | 4 |
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| Actuarial Analyst | 3 |
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| Senior Actuarial Analyst | 3 |
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| Actuarial Analyst II | 2 |
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| P&C Assistant Actuary | 2 |
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| Actuarial Analyst I | 1 |
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| Actuarial Analyst I - Pharmacy (Remote) | 1 |
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| Actuarial Analyst II Health Care Pricing | 1 |
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| Actuarial Assistant - E05 | 1 |
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| Actuarial Assistant - Modeling (Charlotte, NC (Hybrid) or Remote) | 1 |
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| Actuarial Assistant / Analyst | 1 |
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| Actuarial Assistant | Apply Now | 1 |
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| Actuarial Assistant II - Actuarial Support (PAS5) | 1 |
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| Actuarial Assistant: Model Validation & Analytics | 1 |
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| Actuarial Associate | 1 |
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| Actuarial Associate - IR Pricing & Product Development | 1 |
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| Actuarial Associate (ASA) - Pharmacy (Remote) | 1 |
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| Actuarial Associate, Insurance Risk Modeling | 1 |
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| Actuarial Intern - Summer 2027 - Philadelphia (Remote) Health | 1 |
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| Actuarial P&C Associate | 1 |
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| Actuary - Value-Based Care | 1 |
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| Actuary, Modeling | 1 |
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| Assistant Actuarial Analyst, Pricing | 1 |
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| Assistant Actuarial Analyst, Reserving | 1 |
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| Assistant Director and Actuarial Associate | 1 |
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Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.
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