https://github.com/the-strategy-unit/aging_pop_impact_hcare_demand
Modeling the impact of population aging on demand for healthcare. Project code: 1045.
https://github.com/the-strategy-unit/aging_pop_impact_hcare_demand
healthcare modeling population r
Last synced: 3 months ago
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Modeling the impact of population aging on demand for healthcare. Project code: 1045.
- Host: GitHub
- URL: https://github.com/the-strategy-unit/aging_pop_impact_hcare_demand
- Owner: The-Strategy-Unit
- License: mit
- Created: 2023-12-06T10:31:00.000Z (almost 2 years ago)
- Default Branch: main
- Last Pushed: 2024-06-20T10:41:20.000Z (over 1 year ago)
- Last Synced: 2025-05-31T03:30:41.888Z (5 months ago)
- Topics: healthcare, modeling, population, r
- Language: R
- Homepage:
- Size: 123 KB
- Stars: 2
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Modeling the impact of population aging on demand for healthcare
This project develops an approach to modeling the effects of demographic change on future demand for healthcare.
## Running the code
There are 3 pipelines,
* population - handles population inputs
* activity - handles activity inputs
* results - builds and runs models using population and activity inputs
### Population pipeline
`read_historic_pop.r`
read-in historic population estimates for 2000 to 2022
`read_snpp_2018b.r`
read-in 2018b sub-national population projections
`read_npp_2018b.r`
read-in 2018b national population projections
`read_life_tables_2018b.r`
read-in 2018b life tables from national population projections
`read_life_tables_2020b.r`
read-in 2020b life tables from national population projections
`build_historic_pop.r`
build full set of historic populations for app
`build_snpp_2018b_custom_variants.r`
create a set of x17 custom snpp variants
`build_pop_90_inputs.r`
create a set of variants for use in the app
`build_pop_100_inputs.r`
model the 90+ population for snpp variants
`assemble_pop_inputs.r`
assemble data files (JSON) for app
#### Activity pipeline
`read_aae_dat.r`
read-in aae data (data created by proc_aae_grps.sql)
`read_apc_dat.r`
read-in apc data (data created by proc_apc_grps.sql)
`read_opc_dat.r`
read-in opcs data (data created by proc_opc_grps.sql)
`clean_aae_dat.r`
clean aae data - compile lads, ctys, icbs and England
`clean_apc_dat.r`
clean apc data - compile lads, ctys, icbs and England
`clean_opc_dat.r`
clean opc data - compile lads, ctys, icbs and England
`assemble_activity_inputs.r`
assemble data files (JSON) for app
#### Results pipeline
`hsa_build_gams.r`
create GAMs needed for health status adjustment
`hsa_review_gams.r`
review GAMs
`hsa_build_model.r`
apply logic for health status adjustment
`hsa_run_model.r`
fns to run the models
`hsa_assemble_results.r`
fns to assemble model results (single area)
`assemble_results_inputs.r`
assemble data files (JSON) for app
## License
Distributed under the MIT License. See `LICENSE` for more information.