| cff-version: 1.2.0 | |
| title: "Lapse & Surrender Study 2023–25 · scelo" | |
| message: >- | |
| If you use this Space or its data, please cite the dataset, and the SOA Research Institute and | |
| LIMRA data request it answers. | |
| type: software | |
| authors: | |
| - family-names: Denewade | |
| given-names: Ali | |
| affiliation: "Intelligent Actuaries" | |
| url: "https://huggingface.co/spaces/intelligentactuaries/lapse-surrender-study-scelo" | |
| repository-code: "https://huggingface.co/spaces/alidenewade/lapse-surrender-study-scelo" | |
| license: MIT | |
| version: "1.0.0" | |
| date-released: "2026-09-30" | |
| keywords: | |
| - actuarial science | |
| - lapse | |
| - experience study | |
| - VM-51 | |
| - synthetic data | |
| references: | |
| - type: data | |
| title: "Synthetic Term and Whole Life Lapse and Surrender Study, 2023–2025: 10,000 synthetic policyholders in the VM-51 layout" | |
| authors: | |
| - family-names: Denewade | |
| given-names: Ali | |
| affiliation: "Intelligent Actuaries" | |
| year: 2026 | |
| url: "https://huggingface.co/datasets/intelligentactuaries/synthetic-lapse-surrender-study-2023-2025" | |
| license: CC-BY-4.0 | |
| notes: "Synthetic data. Not SOA or LIMRA data." | |
| - type: report | |
| title: "2023–2025 Term and Whole Life Lapse and Surrender Experience Study Data Request" | |
| authors: | |
| - name: "Society of Actuaries Research Institute" | |
| - name: "LIMRA" | |
| year: 2026 | |
| month: 7 | |
| url: "https://www.soa.org/research/opportunities/2026/2023-2025-term-whole-life-lapse-sur-exp-study-data-request/" | |
| - type: software | |
| title: "scelo" | |
| authors: | |
| - name: "Intelligent Actuaries" | |
| version: "0.1.0" | |
| url: "https://docs.intelligentactuaries.com/scelo/libraries/" | |
| repository-code: "https://github.com/intelligentactuaries/scelo" | |