All datasets

Every dataset comes with its blueprint: schema, personas, rules and the brief that made it. Open one in the factory and generate as many rows as you need.

Datasets, page 15 of 33

Healthcare23 cols · 103 rows

Provider Referrals and Care Coordination

This dataset provides comprehensive, structured information on provider referrals and care coordination, including referring and specialist provider details, patient information, referral reasons, authorization status, appointment scheduling, and closed-loop communication. It enables healthcare organizations to analyze referral patterns, optimize network utilization, and improve care continuity and outcomes.

referring_provider_name	specialist_provider_name	patient_name
Dr. Lisa Chan	Dr. Alan Brooks	John Morris
Dr. Michael Stewart	Dr. Priya Desai	Emily Fox
Dr. Sandra Lee	Dr. Tom Sanders	Lucas Kim

referral_idreferral_datereferring_provider_id+17 more

Healthcare21 cols · 100 rows

Provider Performance and Quality Metrics

This dataset provides comprehensive scorecards for healthcare providers, detailing quality metrics such as HEDIS measures, patient satisfaction, cost efficiency, clinical outcomes, MIPS scores, and value-based payment performance. It enables robust benchmarking, network management, and supports value-based care initiatives by offering granular, period-specific insights into provider performance.

provider_name	provider_type	hedis_measure_name
Maple Health Partners	PCP	Comprehensive Diabetes Care
Downtown Cardiology Group	Specialist	Heart Failure Management
Cedar Grove Pediatrics	Clinic	Childhood Immunization

provider_idnetwork_idhedis_measure_id+15 more

Healthcare16 cols · 100 rows

Provider Contract and Fee Schedules

This dataset provides a comprehensive view of healthcare provider contracts with payers, detailing contracted rates, payment terms, credentialing status, effective and expiration dates, participation status, and network tier assignments. It enables analysis of provider-payer relationships, reimbursement trends, and network management for claims processing and compliance.

provider_name	payer_name	credentialing_status
Northside Family Medicine	Blue Ridge Health Plan	active
Uptown Pediatrics	Sunstate Insurance	active
Westside Cardiology Group	HealthFirst	active

contract_idprovider_idprovider_npi+10 more

Healthcare39 cols · 100 rows

Provider Credentialing and Privileging

This dataset provides a comprehensive record of hospital medical staff credentialing and privileging, including education, training, certifications, licenses, DEA registration, malpractice insurance, clinical privileges, and reappointment status. It enables hospitals to efficiently manage provider compliance, credential verification, and privileging workflows, supporting regulatory and patient safety requirements.

first_name	last_name	middle_name
Emily	Nguyen	A
James	Rodriguez	L
Priya	Singh	–

provider_iddate_of_birthgender+33 more

Healthcare27 cols · 100 rows

Provider Demographics and NPI Registry

This dataset provides a comprehensive registry of healthcare providers, including detailed demographic, credential, specialty, and practice location information mapped to the National Provider Identifier (NPI) system. It enables robust provider lookup, credential verification, and network management for healthcare organizations, payers, and regulatory agencies.

provider_last_name	provider_first_name	provider_middle_name
Smith	John	A
CareWell Clinic	–	–
Johnson	Emily	Rose

npiprovider_suffixprovider_credential+21 more

Logistics22 cols · 100 rows

Pharmaceutical Supply Chain and Drug Shortages

This dataset provides a detailed view of pharmaceutical supply chain operations, including drug inventory levels, wholesaler transactions, shortage events, backorders, alternative therapy recommendations, and FDA shortage notifications. It enables robust analysis of supply chain resilience, regulatory compliance, and clinical impact, supporting decision-making for healthcare providers, manufacturers, and policymakers.

drug_name	manufacturer_name	wholesaler_name
Amoxicillin	PharmaGen	MedSupply Inc.
Metformin	HealthWorks	PharmaDirect
Ibuprofen	WellPharm	MedSupply Inc.

drug_idndc_codewholesaler_id+16 more

Healthcare18 cols · 100 rows

Drug Utilization Review (DUR) and Quality Metrics

This dataset provides comprehensive records of drug utilization reviews, capturing findings such as polypharmacy, inappropriate prescribing, Beers Criteria violations, and HEDIS pharmacy measure compliance. It also tracks quality improvement interventions and links each review to patient and prescriber details, enabling robust analysis of medication safety and prescribing practices. Ideal for healthcare quality improvement, regulatory reporting, and clinical research.

polypharmacy_flag	inappropriate_prescribing_flag	intervention_type
true	false	medication change
false	false	–
true	true	deprescribing

review_idpatient_idreview_date+12 more

Healthcare26 cols · 100 rows

Medication Therapy Management (MTM) Programs

This dataset provides a comprehensive record of Medication Therapy Management (MTM) programs, including patient demographics, chronic conditions, pharmacist interventions, medication reviews, action plans, and Medicare eligibility. It enables detailed analysis of therapy optimization, intervention effectiveness, and compliance with chronic disease management protocols in healthcare settings.

patient_first_name	patient_last_name	mtm_eligibility_status
James	Miller	eligible
Patricia	Smith	eligible
Robert	Johnson	pending

mtm_program_idpatient_idpatient_date_of_birth+20 more

Healthcare32 cols · 100 rows

Specialty Pharmacy and High-Cost Medications

This dataset provides a detailed record of specialty pharmacy management for high-cost medications, including patient demographics, medication types, prescriber details, prior authorization status, financial assistance enrollment, and adherence support. It enables analysis of treatment patterns, cost management, and patient outcomes for biologic and oncology therapies, supporting both clinical and operational decision-making.

patient_first_name	patient_last_name	medication_name
James	Anderson	Humira
Maria	Gutierrez	Keytruda
Grace	Choi	Remicade

patient_idpatient_date_of_birthpatient_gender+26 more

Healthcare29 cols · 100 rows

Controlled Substance Prescribing and PDMP Data

This dataset provides comprehensive records of controlled substance prescriptions, including DEA schedules, opioid MME calculations, PDMP query results, and regulatory prescribing limits. It enables detailed analysis of opioid stewardship, prescriber behavior, and compliance with controlled substance regulations, supporting public health and risk mitigation efforts.

prescriber_name	drug_name	prescribing_limit_type
Dr. Jennifer Smith	Oxycodone	none
Dr. Michael Lee	Hydrocodone/Acetaminophen	days supply
Dr. Alice Kim	Morphine	MME

prescription_idprescriber_idprescriber_dea_number+23 more

Healthcare25 cols · 105 rows

Drug Interaction and Clinical Decision Support Alerts

This dataset provides a detailed record of clinical decision support alerts related to drug interactions, allergies, duplicate therapies, dosing checks, and renal dosing, including prescriber responses and patient context. It enables robust analysis of medication safety, alert effectiveness, and prescriber behavior, supporting quality improvement and clinical risk management in healthcare settings.

alert_type	drug_1_name	drug_2_name
drug-drug interaction	Warfarin	Amiodarone
dose range check	Metformin	–
drug-allergy contraindication	Penicillin	–

alert_idalert_severityalert_message+19 more

Healthcare19 cols · 100 rows

Medication Reconciliation Records

This dataset provides detailed records of medication reconciliation during patient care transitions, capturing home, admission, and discharge medication lists, discrepancy identification and resolution, and clinician/facility details. It enables robust patient safety monitoring, process optimization, and compliance reporting in healthcare settings.

patient_first_name	patient_last_name	care_transition_type
James	Holloway	admission
Maria	Castro	discharge
Ethan	Morris	transfer

record_idpatient_iddate_of_birth+13 more

Insurance17 cols · 100 rows

Drug Formulary and Coverage Tiers

This dataset provides a comprehensive mapping of insurance formularies to covered drugs, detailing coverage tiers, prior authorization and step therapy requirements, quantity limits, and specialty drug management programs. It is ideal for pharmacy benefit analysis, formulary comparison, and regulatory reporting, supporting informed decision-making for healthcare providers, payers, and patients.

formulary_name	insurance_plan_name	drug_name
PrimeCare Select 2024	PrimeCare Silver PPO	Atorvastatin Calcium
PrimeCare Select 2024	PrimeCare Silver PPO	Metformin HCL
PrimeCare Select 2024	PrimeCare Silver PPO	Lisinopril

formulary_idinsurance_plan_iddrug_id+11 more

Healthcare21 cols · 130 rows

Pharmacy Dispensing and Fill History

This dataset provides detailed records of pharmacy medication dispensing events, including fill dates, drug codes, quantities, days supply, prescriber and pharmacy information, and prescription claim statuses. It enables comprehensive tracking of patient medication adherence, refill patterns, and pharmacy operations, making it ideal for clinical research, healthcare analytics, and operational monitoring.

medication_name	claim_status	prescriber_name
Lisinopril 10mg Tablet	paid	James Carter, MD
Metformin 500mg Tablet	paid	Patricia Allen, DO
Atorvastatin 20mg Tablet	paid	Kenneth Smith, NP

dispense_idpharmacy_idpatient_id+15 more

Healthcare24 cols · 120 rows

E-Prescribing and Medication Orders

This dataset provides comprehensive electronic prescription records, including detailed medication information, standardized RxNorm codes, prescriber and pharmacy identifiers, and SCRIPT message tracking for order and dispensing events. It enables robust analysis of prescribing patterns, medication safety, and pharmacy workflow optimization, supporting interoperability across healthcare systems.

drug_name	prescriber_name	pharmacy_name
Simvastatin	Dr. Richard Adams	CVS Pharmacy
Lisinopril	Dr. Susan Miller	Walgreens Pharmacy
Metformin	Dr. Alan Choi	Walmart Pharmacy

prescription_idpatient_idrxnorm_code+18 more

Healthcare17 cols · 105 rows

Proteomics and Biomarker Discovery

This dataset provides comprehensive protein expression profiles, mass spectrometry results, post-translational modification details, and protein-protein interaction data, enabling robust biomarker discovery for disease research. It is designed for integrative analysis in proteomics, supporting both experimental and computational approaches to uncover disease mechanisms and candidate biomarkers.

protein_name	disease_status	post_translational_modification_type
Serum albumin	healthy	phosphorylation
Alpha-1-antitrypsin	disease	glycosylation
Vimentin	control	–

protein_idgene_symbolorganism+11 more

Healthcare19 cols · 110 rows

Gene Expression Profiling and RNA Sequencing

This dataset provides comprehensive RNA sequencing profiles, including gene expression quantification, differential expression analysis, pathway associations, fusion transcript detection, and molecular subtyping for each biological sample. It is designed for advanced research and clinical diagnostics, enabling biomarker discovery, disease classification, and pathway-driven insights in genomics.

sample_type	differential_expression_status	pathway_name
tissue	upregulated	DNA Repair Pathway
blood	not_significant	B cell receptor signaling
cell_line	upregulated	MAPK signaling pathway

sample_idcollection_dategene_symbol+13 more

Healthcare17 cols · 100 rows

Liquid Biopsy and Circulating Tumor DNA (ctDNA)

This dataset provides comprehensive records of liquid biopsy samples and circulating tumor DNA (ctDNA) analysis for cancer patients, including molecular findings, treatment details, and clinical outcomes. It enables longitudinal monitoring of minimal residual disease, treatment response, and resistance mutations, supporting research and clinical decision-making in precision oncology.

cancer_type	treatment_type	laboratory_name
lung	chemotherapy	GenomicDx Labs
breast	immunotherapy	Precision Oncology
colorectal	targeted therapy	OncoSeq Diagnostics

sample_idpatient_idcollection_date+11 more

Healthcare26 cols · 100 rows

Hereditary Cancer Syndrome Testing

This dataset provides detailed records of hereditary cancer syndrome genetic testing, including patient demographics, test results for key genes (such as BRCA1/2, Lynch syndrome, TP53, PTEN), risk assessments, and recommendations for cascade testing. It enables robust analysis of genetic risk, variant prevalence, and clinical follow-up, supporting precision medicine and family-based cancer prevention strategies.

patient_first_name	patient_last_name	test_type
Jennifer	Miller	BRCA1/2
Samuel	Nguyen	Lynch syndrome
Maria	Santos	BRCA1/2

test_idpatient_idpatient_date_of_birth+20 more

Healthcare15 cols · 100 rows

Pharmacogenomics and Drug Metabolism Genes

This dataset provides detailed pharmacogenomic testing results, including CYP450 enzyme variants, drug transporter genes, HLA alleles, and other key drug metabolism genes, along with clinical implications for drug selection and dosing. It is ideal for precision medicine initiatives, clinical decision support, and research into gene-drug interactions.

variant_name	genotype	phenotype
*4	homozygous	poor metabolizer
*3A	heterozygous	intermediate metabolizer
*2A	heterozygous	intermediate metabolizer

test_idpatient_idtest_date+9 more

Healthcare14 cols · 100 rows

Cancer Genomic Profiling and Somatic Mutations

This dataset provides comprehensive cancer genomic profiling results, detailing somatic mutations, driver genes, actionable mutations, tumor mutational burden (TMB), microsatellite instability (MSI), and therapeutic targets for each tumor sample. It is ideal for translational research, biomarker discovery, and precision oncology applications, enabling advanced analytics and clinical decision support.

tumor_type	msi_status	genomic_platform
lung adenocarcinoma	MSS	Illumina NovaSeq
breast carcinoma	MSS	Ion Torrent
colorectal adenocarcinoma	MSI-High	Illumina HiSeq

sample_idpatient_idcollection_date+8 more

Healthcare21 cols · 150 rows

Whole Genome Sequencing (WGS) Variant Data

This dataset provides comprehensive whole genome sequencing variant data, including detailed records of SNPs, indels, structural variants, and copy number variations, along with rich annotation, pathogenicity predictions, and population frequency metrics. It is ideal for precision medicine, enabling genetic analysis, clinical interpretation, and population studies. The schema supports robust data integration for research, diagnostics, and personalized healthcare applications.

reference_allele	alternate_allele	variant_type
A	T	SNP
G	C	SNP
C	G	indel

sample_idvariant_idchromosome+15 more

Healthcare28 cols · 100 rows

Infectious Disease Surveillance Registry

This dataset provides a comprehensive registry of reportable infectious disease cases, capturing patient demographics, disease details, pathogen identification, antibiotic resistance, outbreak events, contact tracing, and public health reporting. It enables robust epidemiological analysis, outbreak management, and supports public health decision-making at local, regional, and national levels.

disease_name	reporting_facility_name	outbreak_status
Influenza	Midwest Medical Center	not_applicable
Measles	Children's Hospital Denver	confirmed
Legionellosis	Seattle General Hospital	suspected

case_idpatient_idpatient_age+22 more

Healthcare24 cols · 100 rows

Joint Replacement Registry - Orthopedic Implants

This dataset provides a comprehensive record of orthopedic joint replacement surgeries, including implant details, manufacturer information, surgical approach, complications, revisions, patient-reported outcomes, and implant survival. It enables robust analysis of implant performance, surgical quality, and patient outcomes, supporting continuous improvement in orthopedic care and device safety.

manufacturer_name	implant_type	complication_type
Zimmer Biomet	hip	–
DePuy Synthes	knee	infection
Smith & Nephew	shoulder	–

registry_idpatient_idimplant_id+18 more

Healthcare30 cols · 100 rows

Diabetes Registry and Hemoglobin A1C Tracking

This dataset provides a comprehensive registry of diabetes patients, including key clinical metrics such as Hemoglobin A1C, blood glucose logs, complications, medication adherence, and preventive exam results. It is ideal for chronic disease management, population health analytics, and quality improvement initiatives in healthcare organizations.

first_name	last_name	diabetes_type
Maria	Santos	type 2
James	Nguyen	type 2
Olivia	Johnson	type 1

patient_iddate_of_birthgender+24 more

Healthcare21 cols · 100 rows

Cardiovascular Disease Registry

This cardiovascular disease registry dataset provides detailed patient-level data on myocardial infarction types, interventions (PCI/CABG), door-to-balloon times, ejection fraction, risk scores, medications, and outcomes. It is designed for hospital quality improvement, clinical research, and benchmarking, enabling robust analysis of cardiac care processes and patient outcomes.

mi_type	pci_performed	outcome_discharge_status
STEMI	true	Home
NSTEMI	false	Home
STEMI	true	Home

patient_idadmission_datecabg_performed+15 more

Healthcare23 cols · 100 rows

Cancer Registry - Tumor Characteristics

This cancer registry dataset provides detailed, standardized information on tumor characteristics, including primary site, histology, stage, grade, size, lymph node involvement, metastasis, biomarker results, and treatment details for SEER reporting and outcomes tracking. It enables comprehensive analysis of cancer patterns, treatment efficacy, and patient outcomes across diverse populations.

histology_type	biomarker_1_name	biomarker_2_name
Invasive ductal carcinoma	ER	HER2
Adenocarcinoma	EGFR	ALK
Adenocarcinoma	KRAS	NRAS

tumor_idpatient_idprimary_site+17 more

Healthcare21 cols · 400 rows

Clinical Trial Regulatory Submissions and Approvals

This dataset provides comprehensive records of regulatory submissions and approvals for clinical trials, including IND/NDA applications, protocol amendments, safety reports, annual reports, and related FDA correspondence. It enables robust tracking of compliance activities, approval milestones, and communication with regulatory authorities, making it invaluable for regulatory affairs, clinical operations, and audit readiness.

submission_type	status	correspondence_type
IND	Under Review	Information Request
Protocol Amendment	Approved	Clarification
Safety Report	Submitted	Information Request

submission_idtrial_idsubmission_title+15 more

Healthcare19 cols · 300 rows

Clinical Trial Site and Investigator Data

This dataset provides comprehensive information on clinical trial research sites, including site identification, principal investigator details, enrollment statistics, audit and compliance history, and performance metrics. It is designed to support multi-center trial management, site selection, regulatory oversight, and operational optimization for clinical research organizations.

site_name	principal_investigator_name	site_status
Boston Clinical Research Center	Dr. Alan Peterson	Active
Phoenix Community Health Trials	Dr. Regina Miles	Inactive
Toronto General Clinical Unit	Prof. Linda Choi	Active

site_idaddress_streetaddress_city+13 more

Healthcare18 cols · 100 rows

Clinical Trial Laboratory and Biomarker Data

This dataset provides comprehensive laboratory and biomarker results from clinical trials, including hematology, chemistry, urinalysis, tumor markers, pharmacokinetics, pharmacodynamics, and exploratory biomarkers. It enables robust safety and efficacy analysis, longitudinal tracking of patient responses, and supports regulatory submissions and translational research.

sample_type	test_category	test_name
blood	hematology	WBC
blood	chemistry	ALT
blood	chemistry	AST

lab_result_idclinical_trial_idsubject_id+12 more

Healthcare18 cols · 100 rows

Clinical Trial Drug Administration and Compliance

This dataset provides detailed records of drug administration, dosing schedules, compliance, dose modifications, drug accountability, and concomitant medication use for participants in clinical trials. It enables comprehensive monitoring of protocol adherence, supports safety and efficacy analyses, and facilitates regulatory reporting for pharmaceutical research.

drug_name	dose_unit	concomitant_medication_name
Lisinopril	mg	Metformin
Lisinopril	mg	–
Lisinopril	mg	Atorvastatin

trial_idsubject_idvisit_date+12 more

Healthcare16 cols · 100 rows

Clinical Trial Adverse Events and Safety Data

This dataset provides comprehensive, standardized reporting of adverse events and safety data from clinical trials, including event details, severity, regulatory coding, and pharmacovigilance notes. It enables robust safety monitoring, regulatory submissions, and data-driven risk assessments for investigational drugs.

related_to_study_drug	serious_adverse_event	action_taken
true	false	none
true	false	dose reduced
false	false	none

adverse_event_idclinical_trial_idsubject_id+10 more

Insurance14 cols · 1,003 rows

Catastrophe Risk Zones and Hazard Scores

This dataset provides detailed catastrophe risk zone information across multiple hazard types, including hurricane, earthquake, wildfire, flood, tornado, and hail. Each record contains geographic identifiers, hazard scores, PML estimates, and portfolio concentration limits, enabling robust risk assessment, exposure management, and spatial analysis for insurance and financial applications.

zone_name	country	hazard_type
Florida Coastal Zone	USA	hurricane
Texas Panhandle Tornado Belt	USA	tornado
San Andreas Fault Area	USA	earthquake

zone_idstate_provincecounty_district+8 more

Insurance17 cols · 600 rows

Underwriting Guidelines and Appetite

This dataset provides a comprehensive view of underwriting guidelines, including acceptance criteria, risk appetite, declination reasons, referral triggers, authorization limits, and automated underwriting rules by line of business and risk segment. It enables insurers to standardize, analyze, and automate underwriting processes, ensuring compliance and consistency across products and segments.

line_of_business	authorization_limit_currency	status
Property	USD	Active
Health	CAD	Active
Auto	GBP	Active

guideline_idrisk_segmentacceptance_criteria+11 more

Insurance9 cols · 1,200 rows

Workers Compensation Classification Codes

This dataset provides comprehensive workers compensation classification codes with detailed occupational descriptions, hazard levels, and manual rates per $100 of payroll. It enables insurers, brokers, and employers to accurately assess risk, calculate premiums, and benchmark occupational safety across industries and jurisdictions.

occupation_title	hazard_level	manual_rate_per_100_payroll
Office Clerk	Low	0.35
Construction Laborer	High	8.5
Registered Nurse	Moderate	1.75

class_codeoccupation_descriptionstate+3 more

Insurance11 cols · 1,000 rows

Commercial General Liability Risk Classes

This dataset provides a comprehensive catalog of commercial general liability risk classes, including classification codes, industry groups, business types, hazard ratings, and premium rates. It enables insurers and brokers to accurately assess, price, and underwrite general liability policies for a wide range of businesses, supporting risk analysis and regulatory compliance.

business_type	rate_basis	is_excluded
Software Developer	per $1,000 payroll	false
Roofing Contractor	per $1,000 payroll	false
Clothing Store	per $1,000 payroll	false

risk_class_codeindustry_groupoperations_description+5 more

Insurance11 cols · 500 rows

Long-Term Care Utilization Rates

This dataset provides detailed long-term care utilization metrics, including nursing home admission rates, assisted living usage, home health care frequency, and care duration, segmented by age group, year, and region. It is designed to support actuarial analysis, insurance reserve modeling, and healthcare planning for aging populations. The flat structure enables easy integration with business intelligence and actuarial systems.

age_group	gender	nursing_home_admission_rate
65-69	female	14.6
70-74	male	21.2
75-79	female	32.8

record_idassisted_living_usage_ratehome_health_care_frequency+5 more

Insurance9 cols · 600 rows

Critical Illness and Dread Disease Rates

This dataset provides comprehensive incidence rates for major critical illnesses and dread diseases, segmented by age, gender, risk factors, country, and year. It is ideal for actuaries, insurers, and healthcare analysts seeking granular data to inform critical illness insurance pricing, risk modeling, and public health research.

gender	disease_type	source
female	other	national registry
male	other	insurance study
female	other	national registry

record_idageincidence_rate+3 more

Insurance10 cols · 800 rows

Morbidity Tables and Disability Rates

This dataset provides comprehensive morbidity and disability rate tables for insurance pricing and valuation, detailing incidence and termination rates by age, occupation class, elimination period, gender, and year. It enables actuaries and analysts to accurately model disability risk, set premiums, and calculate reserves for disability and long-term care insurance products.

age	occupation_class	gender
29	professional	male
31	professional	female
52	executive	male

record_idelimination_period_daysdisability_incidence_rate+4 more

Insurance10 cols · 400 rows

Loss Development Factors (LDFs) and Tail Factors

This dataset provides detailed loss development factors, including age-to-age, cumulative, and tail factors by insurance line of business and development period. It enables actuaries and analysts to project ultimate losses, assess reserve adequacy, and benchmark against industry standards, supporting robust financial and risk management decisions.

line_of_business	development_period_start	factor_source
Auto	0	Internal Study
Property	0	Industry Benchmark
Liability	1	External Peer Group

ldf_iddevelopment_period_endage_to_age_factor+4 more

Insurance11 cols · 500 rows

Premium Development Triangles

This dataset provides a comprehensive view of earned premium development by accident or underwriting year and development period, segmented by exposure base, line of business, and region. It is designed for actuarial analysis, rate adequacy studies, and combined ratio calculations, enabling insurers to track premium trends and performance over time.

year_type	exposure_base	currency
accident	written_premium	USD
underwriting	earned_premium	EUR
accident	policy_count	USD

idyeardevelopment_period+5 more

Insurance9 cols · 601 rows

Closed Claim Development Triangles

This dataset provides a detailed view of closed insurance claims over time, segmented by accident year and development period. It includes claim counts, settlement amounts, closure rates, and supporting metrics, enabling robust analysis of closure patterns, average settlements, and operational efficiency for insurers and actuaries.

accident_year	development_period_months	closed_claim_count
1993	132	3
1997	204	0
1908	192	2

total_settlement_amountaverage_settlement_amountclosure_rate+3 more

Insurance9 cols · 600 rows

Claim Count Development Triangles

This dataset provides a comprehensive view of insurance claim count development triangles, tracking reported and IBNR claim counts by accident year and development period across multiple lines of business. It enables frequency analysis, estimation of incurred but not reported claims, and supports actuarial reserving methodologies for insurance portfolios.

accident_year	line_of_business	triangle_type
2023	property	total
2024	property	total
2022	property	total

development_periodreported_claim_countibnr_claim_count+3 more

Insurance10 cols · 800 rows

Paid Loss Development Triangles

This dataset provides detailed cumulative paid loss development triangles segmented by accident year, development period, and line of business, enabling actuaries and analysts to track payment progression, estimate ultimate losses, and assess reserve adequacy. It includes reserve estimates, currency codes, and source information for robust actuarial modeling and regulatory reporting.

line_of_business	currency	data_source
Auto	USD	CoreClaims
Property	USD	LegacySystem
Liability	EUR	PartnerFeed

triangle_idaccident_yeardevelopment_period+4 more

Insurance12 cols · 600 rows

Coinsurance and Deductible Trends by Market

This dataset provides detailed insights into insurance deductible and coinsurance selections, risk retention choices, and customer risk appetite across various markets and insurance lines. It enables granular analysis of affordability and risk trends by geography, segment, and year, supporting strategic pricing, product design, and market research for insurers and analysts.

insurance_line	risk_retention_type	customer_segment
health	deductible	individual
property	self-insured retention	enterprise
auto	coinsurance	small business

record_idmarket_geographypolicy_year+6 more

Insurance17 cols · 400 rows

Premium Audit Exposure Adjustments by Territory

This dataset provides detailed records of premium audit exposure adjustments, comparing estimated and actual exposures (payroll, sales, receipts) by state, territory, and classification. It enables insurers and analysts to track audit outcomes, support accurate revenue recognition, and inform experience rating calculations, offering valuable insights for underwriting, compliance, and risk management.

classification_code	exposure_type	included_in_experience_rating
8810	payroll	true
8742	sales	false
8829	payroll	true

audit_idaudit_datepolicy_number+11 more

Insurance12 cols · 500 rows

Policy Term Length and Renewal Timing

This dataset provides detailed information on insurance policy terms, renewal schedules, and expiration patterns, mapped by month and quarter. It enables precise cash flow forecasting, resource allocation, and renewal cycle management by offering granular insights into premium values, policy durations, and customer associations.

policy_type	renewal_status	currency
auto	renewed	USD
home	expired	EUR
travel	cancelled	USD

policy_idterm_length_monthspolicy_start_date+6 more

Insurance18 cols · 400 rows

International and Cross-Border Exposure

This dataset provides comprehensive records of international and cross-border insurance exposures, detailing policy information, foreign operations, admitted and non-admitted placements, currency risks, and regulatory compliance by country. It enables insurers, brokers, and risk managers to analyze global insurance portfolios, monitor regulatory status, and assess currency and operational risks across jurisdictions.

insured_entity_name	operation_type	placement_type
Alpha Manufacturing Ltd.	subsidiary	admitted
Alpha Manufacturing Ltd.	subsidiary	admitted
Beta Foods Group	subsidiary	admitted

exposure_idpolicy_idcountry_of_exposure+12 more

Insurance16 cols · 600 rows

Premium Density and Population Demographics

This dataset offers detailed insurance premium, penetration, and demographic metrics by geographic area, including population, household income, GDP, and property values. It enables market opportunity analysis, segmentation, and benchmarking for insurers, consultants, and financial analysts seeking to identify growth potential and underserved regions.

area_name	population_total	household_count
Manhattan District	1623000	732100
Westminster Central	107500	49300
Paris Arrondissement	215100	102800

area_idcountrystate_province+10 more

Insurance13 cols · 800 rows

Commercial Lines Premium by Industry Segment

This dataset provides detailed commercial insurance premium and exposure data broken down by SIC/NAICS industry codes, economic sectors, and portfolios over time. It enables in-depth analysis of business mix, industry concentration, and portfolio diversification, supporting risk management and strategic decision-making for insurers and analysts.

sic_code	naics_code	industry_name
2752	–	Commercial Printing Services
–	541612	Human Resources Consulting
5999	–	Miscellaneous Retail Stores

record_ideconomic_sectorpolicy_year+7 more

Insurance23 cols · 600 rows

Reinsurance Premium and Commission Accounting

This dataset provides comprehensive records of ceded premiums, reinsurance commissions, profit commissions, premium adjustments, and bordereaux reporting for both treaty and facultative reinsurance agreements. It enables detailed financial tracking, regulatory compliance, and performance analysis for reinsurance transactions between insurers and reinsurers.

treaty_type	premium_currency	commission_type
Treaty	USD	Standard
Treaty	EUR	Standard
Facultative	CAD	Sliding Scale

transaction_idtreaty_idceding_company_id+17 more

Insurance21 cols · 150 rows

Retrocessional Reinsurance Programs

This dataset provides detailed information on retrocessional reinsurance programs, including treaty types, financial structures, pricing methodologies, and market capacity. It enables analysis of risk transfer strategies among reinsurers, supports benchmarking, and facilitates regulatory compliance and risk management. The dataset is ideal for actuaries, risk managers, and insurance market analysts seeking to understand retrocession market dynamics.

reinsurer_name	program_name	treaty_type
Allianz Re	Global Property XL 2021	excess of loss
Swiss Re	Europe Casualty Quota Share 2022	quota share
Hannover Re	Asia-Pacific Life Stop Loss 2023	stop loss

retrocession_program_idinception_dateexpiry_date+15 more

Insurance15 cols · 800 rows

Reinsurance Recoverables and Collectibility

This dataset provides a detailed record of outstanding reinsurance recoverables, capturing paid losses, case reserves, and IBNR amounts ceded to reinsurers. It includes aging information, dispute status, and reinsurer credit ratings, enabling thorough collectibility assessment and risk analysis for insurance portfolios. Ideal for financial reporting, risk management, and regulatory compliance in the insurance industry.

reinsurer_name	recoverable_type	dispute_status
TransEuro Re	paid_loss	none
Asia Pacific Re	case_reserve	none
Continental Reinsure	paid_loss	none

recoverable_idpolicy_idclaim_id+9 more

Insurance31 cols · 401 rows

Facultative Reinsurance Placements

This dataset provides detailed records of individual facultative reinsurance placements for large or unusual risks, including ceding and reinsurer details, risk descriptions, coverage terms, premiums, and negotiated conditions. It supports analysis of reinsurance market practices, risk transfer strategies, and regulatory compliance for complex insurance exposures.

ceding_company_contact_name	reinsurer_contact_name	insured_name
Linda Martinez	Martin Gehrig	Riverside Partners LLC
Emily Clarke	Thomas Meyer	Bloomsbury Residences Ltd
Jacob Turner	Sophie Lambert	NorthPoint Logistics Inc.

placement_idceding_companyceding_company_contact_email+25 more

Insurance18 cols · 100 rows

Aggregate Excess of Loss Treaties

This dataset provides comprehensive details on aggregate excess of loss (XOL) reinsurance treaties, including coverage terms, financial parameters, claims experience, and involved parties. It enables risk managers, actuaries, and analysts to assess treaty performance, loss aggregation, and frequency of catastrophic events across policy years. Ideal for portfolio management, pricing analysis, and regulatory reporting in the insurance and reinsurance sector.

cedent_name	reinsurer_name	aggregate_deductible_type
Atlas Insurance Group	Munich Re	annual
Zenith Assurance	Swiss Re	multi-year
Everest General	SCOR	annual

treaty_idpolicy_year_startpolicy_year_end+12 more

Insurance16 cols · 150 rows

Surplus Share Reinsurance Treaties

This dataset provides detailed records of surplus share reinsurance treaties, including terms of risk retention, cession, premium and loss sharing, and treaty status. It enables analysis of reinsurance arrangements between insurers and reinsurers, supporting risk management, regulatory reporting, and treaty portfolio optimization.

cedent_company_name	reinsurer_company_name	treaty_status
United Assurance Group	Global Re Corp	active
Phoenix Mutual Insurance	Secure Re Ltd	expired
Horizon Insurance Company	Munich Re	active

treaty_idtreaty_effective_datetreaty_expiry_date+10 more

Insurance16 cols · 200 rows

Quota Share Reinsurance Treaties

This dataset provides detailed records of quota share reinsurance treaties, including contract terms, participating companies, financial percentages, and commission structures. It enables comprehensive analysis of proportional risk-sharing agreements in the insurance industry, supporting operational management, regulatory compliance, and strategic decision-making.

cedent_company_name	reinsurer_company_name	status
Liberty Mutual	Swiss Re	expired
Allianz SE	Munich Re	active
Ping An Insurance	SCOR	expired

treaty_idtreaty_effective_datetreaty_expiry_date+10 more

Insurance18 cols · 300 rows

Excess of Loss Reinsurance Treaties

This dataset provides detailed information on property catastrophe excess of loss reinsurance treaties, including financial terms, coverage limits, reinstatement provisions, territorial scope, and involved parties. It enables comprehensive analysis of catastrophe risk transfer, treaty structuring, and market benchmarking for insurers and reinsurers.

cedent_name	reinsurer_name	catastrophe_type
Pacific General Insurance	Munich Re	earthquake
Global Nexus Underwriters	Swiss Re	multi-peril
Empire Assurance	SCOR	flood

treaty_idtreaty_yeareffective_date+12 more

Insurance11 cols · 501 rows

Probable Maximum Loss (PML) Estimates

This dataset provides detailed Probable Maximum Loss (PML) estimates for various catastrophe exposures, including loss amounts at multiple return periods and confidence levels. It is designed to support reinsurance purchasing, risk management, and regulatory reporting by offering granular, traceable loss metrics across exposures and event types. The dataset is ideal for actuaries, risk managers, and insurance analysts seeking to quantify and manage catastrophic risk.

catastrophe_type	return_period_years	reinsurance_layer
hurricane	100	excess of loss
earthquake	1000	stop loss
flood	10	quota share

pml_idexposure_idconfidence_level_percent+5 more

Insurance20 cols · 600 rows

Professional Liability and E&O Claims

This dataset provides detailed records of professional liability and errors & omissions claims, including allegations, defense costs, expert witness fees, regulatory involvement, and settlement outcomes. It enables comprehensive analysis of claim trends, risk factors, and financial impacts across various professions and jurisdictions.

claimant_name	claimant_type	professional_name
Emily Harper	client	Dr. Steven K. Lee
Jacob Reynolds	patient	Dr. Hannah M. Patel
Regulatory Commission of Bavaria	regulatory_body	Weiss Engineering GmbH

claim_idprofessional_typepolicy_number+14 more

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