Policy Audit Data and Premium Adjustments
This dataset provides detailed records of insurance premium audits, including policy information, initial and actual exposure values, audit findings, and premium adjustment calculations. It enables insurers and auditors to track policy compliance, identify discrepancies, and manage premium adjustments efficiently. The dataset is ideal for risk analysis, regulatory reporting, and operational audit optimization.
Sample rows
preview · 8 of 600 rows · all 26 columns| audit_idstring | policy_holder_typestring | initial_estimated_exposurefloat | exposure_unitstring | policy_idstring | policy_numberstring | policy_holder_namestring | policy_effective_datedate | policy_expiry_datedate | audit_datedate | actual_exposurefloat | premium_basisstring | initial_premiumfloat | audited_premiumfloat | premium_adjustment_amountfloat | premium_adjustment_typestring | adjustment_reasonstring | audit_statusstring | auditor_namestring | auditor_contact_emailstring | policy_holder_street_addressstring | policy_holder_citystring | policy_holder_statestring | policy_holder_postal_codestring | policy_holder_countrystring | audit_findings_notesstring |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AUD20240001 | individual | 54200.25 | USD | POL-10001 | PNX34812 | Jessica M. Sanders | 2022-05-01 | 2023-05-01 | 2023-05-17 | 57310.15 | payroll | 2168.01 | 2292.41 | 124.4 | additional | Underreported overtime hours. | completed | David Thompson | david.thompson@ | 384 Pinecrest Dr | Springfield | IL | 62711 | USA | Slight increase in payroll due to overtime reported in Q4. |
| AUD20240002 | business | 890000 | USD | POL-10002 | QRT920184 | TechNova Solutions LLC | 2022-07-12 | 2023-07-12 | 2023-07-30 | 867500 | payroll | 17800 | 17350 | -450 | return | Overestimated payroll. | completed | Ellen Martinez | ellen.martinez@ | 1200 Oak Ridge Ave | Dallas | TX | 75234 | USA | Payroll was slightly lower due to staff attrition. |
| AUD20240003 | organization | 35000 | units | POL-10003 | JPLX4862 | Sundale Foundation | 2022-01-24 | 2023-01-24 | 2023-02-09 | 35000 | units | 2100 | 2100 | 0 | none | blank | completed | Sven Olsson | sven.olsson@ | Storgatan 23 | Stockholm | Stockholm | 11446 | Sweden | Reported units matched estimates exactly. |
| AUD20240004 | business | 1200000 | sales | POL-10004 | FZ3902W1 | GlobalTech Corp | 2021-11-01 | 2022-11-01 | 2022-11-22 | 1320000 | sales | 24000 | 26400 | 2400 | additional | Underreported sales. | completed | Maria Evans | maria.evans@ | 4557 Elm Street | Atlanta | GA | 30312 | USA | Sales exceeded projections for Q3 and Q4. |
| AUD20240005 | individual | 1500 | hours | POL-10005 | YT384719 | Rajesh K. Sinha | 2022-03-08 | 2023-03-08 | 2023-03-18 | 1455 | other | 75 | 72.75 | -2.25 | return | Overestimated work hours. | completed | Priya Chauhan | priya.chauhan@ | Plot 72 Sector 4 | Mumbai | Maharashtra | 400701 | India | Fewer hours worked than estimated. |
| AUD20240006 | business | 290000 | USD | POL-10006 | HJG92814 | Sunlight Roofing Inc. | 2022-08-15 | 2023-08-15 | 2023-08-28 | 297500 | payroll | 5800 | 5950 | 150 | additional | Additional staff hired. | completed | Robert Lee | robert.lee@ | 601 Willow Lane | Cleveland | OH | 44115 | USA | Increased payroll due to new hires. |
| AUD20240007 | organization | 12000 | units | POL-10007 | VTRZ5902 | Cairo Medical Trust | 2022-10-01 | 2023-10-01 | 2023-10-21 | 10800 | units | 720 | 648 | -72 | return | Overestimated service units. | completed | Nabil Fahmy | nabil.fahmy@ | 67 El Nasr St | Cairo | Cairo | 11511 | Egypt | Lower number of service units than projected. |
| AUD20240008 | business | 215000 | sales | POL-10008 | BNP8491Q | Lakeside Ventures | 2022-09-10 | 2023-09-10 | 2023-09-26 | 215000 | sales | 4300 | 4300 | 0 | none | blank | completed | Edward Harris | edward.harris@ | 88 Lake Ave | Minneapolis | MN | 55409 | USA | Sales matched original estimate. |
| AUD20240009 | individual | 98000 | USD | POL-10009 | XZP38417 | Emily R. Foster | 2022-12-20 | 2023-12-20 | 2024-01-15 | 107800 | payroll | 3920 | 4312 | 392 | additional | New employment added mid-year. | completed | Melanie Brooks | melanie.brooks@ | 1024 Maple St | Denver | CO | 80203 | USA | Payroll was higher than expected; new part-time job. |
| AUD20240010 | organization | 8500 | other | POL-10010 | KLP92841 | Australian Green Energy | 2022-06-30 | 2023-06-30 | 2023-07-27 | 8500 | other | 425 | 425 | 0 | none | blank | completed | Jessica Taylor | jessica.taylor@ | 21 King St | Sydney | NSW | 2000 | Australia | No variance in reported exposure. |
| AUD20240011 | business | 470000 | USD | POL-10011 | ZXC49281 | Baker Construction LLC | 2022-02-10 | 2023-02-10 | 2023-03-06 | 495500 | payroll | 9400 | 9910 | 510 | additional | Additional seasonal staff. | completed | Brian Wallace | brian.wallace@ | 654 Cedar Dr | Phoenix | AZ | 85016 | USA | Payroll increased due to seasonal workers. |
| AUD20240012 | individual | 3000 | hours | POL-10012 | PNX38412 | Sarah L. Chen | 2022-11-05 | 2023-11-05 | 2023-11-20 | 2700 | other | 150 | 135 | -15 | return | Leave of absence. | completed | Jason Wu | jason.wu@ | 157 Parkview Ave | Seattle | WA | 98109 | USA | Worked fewer hours due to extended leave. |
| AUD20240013 | organization | 61000 | units | POL-10013 | QZX39028 | Bright Future Education | 2022-09-01 | 2023-09-01 | 2023-09-20 | 57950 | units | 3660 | 3477 | -183 | return | Enrollment lower than planned. | completed | Anjali Kapoor | anjali.kapoor@ | C-49 Sector 8 | Delhi | Delhi | 110085 | India | Fewer enrolled students than projected. |
| AUD20240014 | individual | 78000 | USD | POL-10014 | LPQ49287 | Samuel P. Reed | 2022-04-11 | 2023-04-11 | 2023-04-28 | 78000 | payroll | 3120 | 3120 | 0 | none | blank | completed | Diana Morgan | diana.morgan@ | 2318 Walnut St | Columbus | OH | 43215 | USA | Payroll matched estimate. |
| AUD20240015 | business | 620000 | USD | POL-10015 | FJP92384 | Metro Logistics Inc. | 2022-02-18 | 2023-02-18 | 2023-03-09 | 650000 | payroll | 12400 | 13000 | 600 | additional | Shipping division expanded. | completed | Ryan Kim | ryan.kim@ | 4590 Industrial Pkwy | Houston | TX | 77032 | USA | Expansion of shipping division increased payroll. |
| AUD20240016 | organization | 120000 | units | POL-10016 | NML49321 | United Health Partners | 2022-03-15 | 2023-03-15 | 2023-03-31 | 132000 | units | 7200 | 7920 | 720 | additional | Increase in patient visits. | completed | Aisha Saleh | aisha.saleh@ | 9 Nile Corniche | Cairo | Cairo | 11519 | Egypt | Additional patient visits increased reported units. |
| AUD20240017 | individual | 49000 | USD | POL-10017 | QWE92841 | George R. Adams | 2022-08-01 | 2023-08-01 | 2023-08-27 | 44100 | payroll | 1960 | 1764 | -196 | return | Medical leave reduced payroll. | completed | Linda Shepherd | linda.shepherd@ | 2786 Forest Ave | Portland | OR | 97201 | USA | Reduced payroll due to three months of medical leave. |
| AUD20240018 | business | 950000 | USD | POL-10018 | BNM48392 | Jupiter Systems | 2022-01-01 | 2023-01-01 | 2023-01-20 | 950000 | payroll | 19000 | 19000 | 0 | none | blank | completed | Christopher James | christopher.james@ | 3117 Main St | San Jose | CA | 95112 | USA | Payroll matched projections exactly. |
| AUD20240019 | individual | 57000 | USD | POL-10019 | MNB49287 | Helen Y. Porter | 2022-07-01 | 2023-07-01 | 2023-07-20 | 62700 | payroll | 2280 | 2508 | 228 | additional | Contract work added to payroll. | completed | Paul Green | paul.green@ | 1948 Cherry Lane | Baltimore | MD | 21215 | USA | Payroll increased due to contract work. |
| AUD20240020 | organization | 41000 | units | POL-10020 | LJK92841 | New Horizons Org | 2022-02-01 | 2023-02-01 | 2023-02-15 | 37950 | units | 2460 | 2277 | -183 | return | Lower units delivered. | completed | Elena Petrova | elena.petrova@ | Sveavägen 12 | Stockholm | Stockholm | 11374 | Sweden | Units delivered lower than anticipated. |
What the 600 rows show
from the 600-row sampleBusiness (policy holder type) stands out: mean initial_
- 61,000median initial_
estimated_ exposure - 3premium adjustment types
- 4premium basises
- 5policy holder countries
- 68policy holder states
- 116policy holder cities
Median 61,000, from 0.0 to 1,200,000.
- string 18
- float 5
- date 3
Columns
26 columns in three groups| column | type | description | example |
|---|---|---|---|
| Text 18 columns | |||
audit_id | string | Unique identifier for each premium audit recordunique | AUD20240001 |
policy_id | string | Unique identifier for the insurance policy being audited | POL-10001 |
policy_number | string | Official policy number assigned by the insurer | PNX34812 |
policy_holder_name | string | Name of the policyholder or insured entity | Jessica M. Sanders |
policy_holder_type | string | Type of policyholder (e.g., individual, business, organization)individual · business · organization | individual |
exposure_unit | string | Unit of measurement for exposure (e.g., USD, hours, units, sales)USD · hours · units · sales · other | USD |
audit_findings_notes | string | Detailed notes or summary of audit findingsoptional | Unit count confirmed. |
premium_basis | string | Basis for premium calculation (e.g., payroll, sales, units)payroll · sales · units · other | payroll |
premium_adjustment_type | string | Type of premium adjustment: additional premium or return premiumadditional · return · none | additional |
adjustment_reason | string | Reason for premium adjustment (e.g., underreported exposure, overestimated exposure, classification change)optional | Overestimated payroll. |
audit_status | string | Status of the audit (e.g., completed, pending, disputed, cancelled)completed · pending · disputed · cancelled | completed |
auditor_name | string | Name of the person or entity conducting the auditoptional | David Thompson |
auditor_contact_email | string | Email address of the auditoroptional | sven.olsson@ |
policy_holder_street_address | string | Street address of the policyholderoptional | 384 Pinecrest Dr |
policy_holder_city | string | City of the policyholderoptional | Springfield |
policy_holder_state | string | State or province of the policyholderoptional | IL |
policy_holder_postal_code | string | Postal code of the policyholderoptional | 62711 |
policy_holder_country | string | Country of the policyholder5 countries · optional | USA |
| Numbers 5 columns | |||
initial_estimated_exposure | float | Initial exposure estimate used for premium calculation (e.g., payroll, sales, units)0 or more | 54200.25 |
actual_exposure | float | Actual exposure determined during audit (e.g., final payroll, sales, units)0 or more | 57310.15 |
initial_premium | float | Premium amount initially charged based on estimated exposure0 or more | 2168.01 |
audited_premium | float | Final premium amount determined after audit based on actual exposure0 or more | 2292.41 |
premium_adjustment_amount | float | Difference between audited premium and initial premium (positive for additional premium, negative for return premium) | 124.4 |
| Dates and times 3 columns | |||
policy_effective_date | date | Date when the policy coverage begins | 2022-05-01 |
policy_expiry_date | date | Date when the policy coverage ends | 2023-05-01 |
audit_date | date | Date when the premium audit was conducted | 2023-05-17 |
Use it for
An insurance dashboard
Initial_
estimated_ exposure by policy_ holder_ type and a breakdown of exposure_ unit. Excel, Power BI or Tableau. Why do the 212 business rows have a mean initial_
estimated_ exposure of 514,448? A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
- Audits600AUD2024000154200.25individu…AUD20240002890000businessAUD2024000335000organiza…
A software demo
Believable audits with policy_
id, policy_ number and policy_ holder_ name to fill a screen in front of a buyer.
blueprint · policy-audit-data-and-premium-adjustments
Behind this dataset
Same schema. As many rows as you need.
These 600 rows came out of a blueprint — 26 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.
- Audit applies to policies with variable exposures (payroll, sales, receipts)
- Common for workers comp, GL, and commercial auto
- Physical vs desk audit
- Audit period matches policy period
- Estimated premium at inception
- Actual exposures verified from records
- Premium recalculated using actual exposures
- Additional premium billed or return premium issued
1 credit per row. Preview 20 rows free. Buy rows for the full run.
- Exports
- CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
- Licence
- yours to use, including commercially
- API slug
- policy-audit-data-and-premium-adjustments