Health Insurance Analytics

Referral patterns, disease risk, visit and cost prediction, claim anomaly detection.

tabular

0named models

32candidates

1deployments

1in Indonesia

Named Models

The research names no model for this use case.

Where this comes from

Models the research names for this use case. Research, with sources on each model record.

Who Runs It

pilot, 1

BPJS KesehatanCountry: IndonesiaIn-house models: Mobile JKN chatbot NLP and recommender; referral patterns, diabetes and hypertension risk, visit and cost prediction, claim anomaly detectionVendor: BPJS Kesehatan internal data scientistspilotDate10 Jul 2024Described as developed or developing; production status of each model not statedEvidence: company statementConfidence: lowSource: govinsider.asia

Where this comes from

Documented uses by named organisations. The evidence column says who made the claim.

Candidate Models

TabArena: All Tasks, no imputation, snapshot 2026-05-06, 59 entries

A general benchmark for this model class, not a test on this use case. Elo across tabular tasks, anchored RandomForest default = 1000; TabPFN-lab researchers are involved. Higher is better. Elo has no zero, so the axis starts at 1,200. Showing 10 of 13.

AutoGluon 1.5Amazon maintainer-run1,700

TabPFN-2.6Prior Labs maintainer-run1,626

RealTabPFN-2.5Prior Labs maintainer-run1,604

TabICL v2INRIA maintainer-run1,598

RealMLPINRIA maintainer-run1,514

TabDPTLayer 6 AI maintainer-run1,460

TabMYandex maintainer-run1,448

LightGBMMicrosoft AI maintainer-run1,435

CatBoostYandex maintainer-run1,418

XGBoostDMLC community maintainer-run1,376

1,2001,5001,800

XGBoostDMLC community, tabularReleasedAug 2026open weightshas scoreslast 18 months

LightGBMMicrosoft AI, tabularReleasedJul 2026open weightshas scoreslast 18 months

TabPFN-2.6Prior Labs, tabularReleasedMar 2026open weightshas scoreslast 18 months

CatBoostYandex, tabularReleasedFeb 2026open weightshas scoreslast 18 months

AutoGluon 1.5Amazon, tabularReleased2026open weightshas scoreslast 18 months

TabICL v2INRIA, tabularReleased2026open weightshas scoreslast 18 months

RealTabPFN-2.5Prior Labs, tabularReleasedNov 2025open weightshas scoreslast 18 months

SAP-RPT-OSS (sap-rpt-1-oss)SAP, tabularReleasedJun 2025open weightshas scoreslast 18 months

TabDPTLayer 6 AI, tabularReleased2024open weightshas scores

TabPFN-3.5Prior Labs, tabularReleasedSep 2026last 18 months

Showing 10 of 32. All models of this class

Where this comes from

Derived, not researched: models in the directory whose class matches a class this use case uses, excluding family records and models shut down or deprecated. Ranked by how many fit facts they meet, then by release date. Each fit fact is read from the model record.

Use Case

Industry: healthcare and pharma
Model classes: tabular
Benchmarks or datasets: not in the notes
Regulatory notes: Surat Edaran Menkominfo 9/2023 Etika Kecerdasan Artifisial, Kementerian Komunikasi dan Informatika (now Kementerian Komunikasi dan Digital)Health insurance analytics is an AI-based service run by an electronic system operator, and the circular asks such operators to build and use AI on the values of inclusivity, transparency, humanity and security.
UU 27/2022 Pelindungan Data Pribadi, DPR and President of the Republic of Indonesia (administered by Kementerian Komunikasi dan Digital)Health insurance analytics processes health and claims data of insured members, so the controller needs a lawful basis, must protect the data and must honour data subject rights.
UU 17/2023 Kesehatan, DPR and President of the Republic of Indonesia (administered by Kementerian Kesehatan)Health insurance analytics handles health financing and claims linked to health services, which this law regulates under health funding and health information systems.

Where this comes from

From the industry tracks T08 to T10 of the research notes.

R&D Topics

Links to R&D topics are awaiting review.

Where this comes from

Which R&D topics would most change this use case. Drafted by Claude from the topic definitions and the use case; proposed until approved.

Incidents

UnitedHealth Accused of Deploying Allegedly Flawed AI to Deny Medical Coverage2023-02-28, financialUnitedHealthcare allegedly used a faulty AI algorithm with a 90% error rate to override doctors' recommendations and deny health coverage.
Cigna Algorithm PXDX Allegedly Rejected Thousands of Patient Claims En Masse in Breach of California LawUnited States, 2023-07-24, financialCigna health insurer faces a class-action lawsuit for allegedly using the PXDX ("procedure-to-diagnosis") algorithm to automatically reject over 300,000 patient claims in violation of California law, prompting two members to file the lawsuit seeking damages and a jury trial.

Where this comes from

Documented failures, harms or misuse in this kind of use, Indonesia first, then the region, then well-known cases elsewhere (AI Incident Database, OECD AI incidents monitor, reputable news). Not a claim about any deployment listed here.

In Neighbouring Countries

PhilHealth (Philippine Health Insurance Corporation)Philippines, state-owned, research, 2024-12-05Machine learning for provider fraud detection in claims management
FWD SingaporeSingapore, production, 2019-09-04Shift Technology FORCE AI fraud detection on health claims

Where this comes from

Documented deployments of this use case in Malaysia, Singapore, Thailand, Vietnam and the Philippines, each with its source.

Opportunities

Opportunities are awaiting review.

Where this comes from

Gaps found by rule in what the directory holds for this use case. Each is a proposal for review.

Sources

BPJS Kesehatan to use AI to improve efficiency, healthcare services govinsider.asia https://govinsider.asia/intl-en/article/bpjs-kesehatan-to-use-ai-improve-efficiency-healthcare-services

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Health Insurance Analytics", https://aurion.semai.id/usecases/hc-health-insurance-analytics/, records of October 2026.

Health Insurance Analytics

Named Models

Who Runs It

Candidate Models

TabArena: All Tasks, no imputation, snapshot 2026-05-06, 59 entries

Links

Deployments 1

Sources