diff --git a/.github/workflows/code_changes.yaml b/.github/workflows/code_changes.yaml index 24b20f80..928fa3a7 100644 --- a/.github/workflows/code_changes.yaml +++ b/.github/workflows/code_changes.yaml @@ -3,6 +3,7 @@ name: Code changes on: workflow_call: + workflow_dispatch: push: branches: - main diff --git a/.github/workflows/reusable_test.yaml b/.github/workflows/reusable_test.yaml index 6e39d6ba..401efd17 100644 --- a/.github/workflows/reusable_test.yaml +++ b/.github/workflows/reusable_test.yaml @@ -94,5 +94,5 @@ jobs: uses: JamesIves/github-pages-deploy-action@v4 with: branch: gh-pages - folder: docs/_build/html + folder: docs/_build/site clean: true diff --git a/.gitignore b/.gitignore index 48551e95..36301c6f 100644 --- a/.gitignore +++ b/.gitignore @@ -21,3 +21,6 @@ node_modules !age_state.csv !agi_state.csv !soi_targets.csv +!policyengine_us_data/storage/social_security_aux.csv +!policyengine_us_data/storage/SSPopJul_TR2024.csv +docs/.ipynb_checkpoints/ diff --git a/Makefile b/Makefile index b03e23d5..994173d1 100644 --- a/Makefile +++ b/Makefile @@ -34,7 +34,7 @@ documentation: rm -f _toc.yml && \ myst clean && \ timeout 10 myst build --html || true - cd docs && test -d _build/html && touch _build/html/.nojekyll || true + cd docs && test -d _build/site && touch _build/site/.nojekyll || true documentation-build: cd docs && \ @@ -44,7 +44,7 @@ documentation-build: myst build --html documentation-serve: - cd docs/_build/html && python3 -m http.server 8080 + cd docs/_build/site && python3 -m http.server 8080 documentation-dev: cd docs && \ diff --git a/README.md b/README.md index ea47a428..43fae5ed 100644 --- a/README.md +++ b/README.md @@ -14,6 +14,14 @@ which installs the development dependencies in a reference-only manner (so that to the package code will be reflected immediately); `policyengine-us-data` is a dev package and not intended for direct access. +## SSA Data Sources + +The following SSA data sources are used in this project: + +- [Latest Trustee's Report (2025)](https://www.ssa.gov/oact/TR/2025/index.html) - Source for `social_security_aux.csv` (extracted via `extract_ssa_costs.py`) +- [Single Year Supplementary Tables (2025)](https://www.ssa.gov/oact/tr/2025/lrIndex.html) - Long-range demographic and economic projections +- [Single Year Age Demographic Projections (2024 - latest published)](https://www.ssa.gov/oact/HistEst/Population/2024/Population2024.html) - Source for `SSPopJul_TR2024.csv` population data + ## Building the Paper ### Prerequisites diff --git a/changelog_entry.yaml b/changelog_entry.yaml index e69de29b..bbb9e9df 100644 --- a/changelog_entry.yaml +++ b/changelog_entry.yaml @@ -0,0 +1,13 @@ +- bump: minor + changes: + added: + - Additional calibration based on SSA Trustees data that extends projections until 2100 + - Manual trigger capability for documentation deployment workflow + - Documentation for SSA data sources in storage README + changed: + - Renamed long-term projections notebook to clarify PWBM comparison scope (2025-2100) + fixed: + - GitHub Pages documentation deployment path + - Corrected number of imputed variables from 72 to 67 in documentation + - Corrected calibration target count from 7,000+ to 2,813 across all docs + - Removed inaccurate "two-stage" terminology in methodology descriptions diff --git a/docs/abstract.md b/docs/abstract.md index 91b594fe..6741cd2d 100644 --- a/docs/abstract.md +++ b/docs/abstract.md @@ -1,3 +1,20 @@ # Abstract -We present a methodology for creating enhanced microsimulation datasets by combining the Current Population Survey (CPS) with the IRS Public Use File (PUF). Our two-stage approach uses quantile regression forests to impute 72 tax variables from the PUF onto CPS records, preserving distributional characteristics while maintaining household composition and member relationships. The imputation process alone does not guarantee consistency with official statistics, necessitating a reweighting step to align the combined dataset with known population totals and administrative benchmarks. We apply a reweighting algorithm that calibrates the dataset to over 7,000 targets from six sources: IRS Statistics of Income, Census population projections, Congressional Budget Office program estimates, Treasury expenditure data, Joint Committee on Taxation tax expenditure estimates, and healthcare spending patterns. The reweighting employs dropout-regularized gradient descent optimization to ensure consistency with administrative benchmarks. Validation shows the enhanced dataset reduces error in key tax components by [TO BE CALCULATED]% relative to the baseline CPS. The dataset maintains the CPS's demographic detail and geographic granularity while incorporating tax reporting data from administrative sources. We release the enhanced dataset, source code, and documentation to support policy analysis. \ No newline at end of file +We present a methodology for creating enhanced microsimulation datasets by combining the +Current Population Survey (CPS) with the IRS Public Use File (PUF). Our approach uses +quantile regression forests to impute 67 tax variables from the PUF onto CPS records, +preserving distributional characteristics while maintaining household composition and member +relationships. The imputation process alone does not guarantee consistency with official +statistics, necessitating a reweighting step to align the combined dataset with known +population totals and administrative benchmarks. We apply a reweighting algorithm that + calibrates the dataset to 2,813 targets from +the IRS Statistics of Income, Census population projections, Congressional Budget +Office benefit program estimates, Treasury +expenditure data, Joint Committee on Taxation tax expenditure estimates, healthcare +spending patterns, and other benefit program costs. The reweighting employs dropout-regularized + gradient descent optimization +to ensure consistency with administrative benchmarks. Validation shows the enhanced dataset +reduces error in key tax components by [TO BE CALCULATED]% relative to the baseline CPS. +The dataset maintains the CPS's demographic detail and geographic granularity while +incorporating tax reporting data from administrative sources. We release the enhanced +dataset, source code, and documentation to support policy analysis. diff --git a/docs/conclusion.md b/docs/conclusion.md index 050f6c63..7bd2c5a4 100644 --- a/docs/conclusion.md +++ b/docs/conclusion.md @@ -6,7 +6,7 @@ We present a methodology for creating enhanced microsimulation datasets that com Our work makes several key contributions: -**Methodological Innovation**: The use of Quantile Regression Forests for imputation preserves distributional characteristics while maintaining computational efficiency. The large-scale calibration to 7,000+ targets pushes the boundaries of survey data enhancement. +**Methodological Innovation**: The use of Quantile Regression Forests for imputation preserves distributional characteristics while maintaining computational efficiency. The large-scale calibration to 2,813 targets pushes the boundaries of survey data enhancement. **Practical Tools**: We provide open-source implementations that enable researchers to apply, modify, and extend these methods. The modular design facilitates experimentation with alternative approaches. diff --git a/docs/discussion.md b/docs/discussion.md index 16bad512..1bbda6c7 100644 --- a/docs/discussion.md +++ b/docs/discussion.md @@ -22,7 +22,7 @@ The use of Quantile Regression Forests for imputation represents an advance over - Maintains realistic variable correlations - Allows uncertainty quantification -The large-scale calibration to 7,000+ targets ensures consistency with administrative benchmarks across multiple dimensions simultaneously. +The large-scale calibration to 2,813 targets ensures consistency with administrative benchmarks across multiple dimensions simultaneously. ### Practical Advantages @@ -44,7 +44,7 @@ These assumptions may not hold perfectly, particularly for subpopulations that t ### Calibration Trade-offs -With 7,000+ targets, perfect fit to all benchmarks is impossible. The optimization must balance competing objectives across target types, the relative importance of different statistics, stability of resulting weights, and preservation of household relationships. +With 2,813 targets, perfect fit to all benchmarks is impossible. The optimization must balance competing objectives across target types, the relative importance of different statistics, stability of resulting weights, and preservation of household relationships. Users should consult validation metrics for targets most relevant to their analysis. diff --git a/docs/introduction.md b/docs/introduction.md index f6c799fe..ddcb5e56 100644 --- a/docs/introduction.md +++ b/docs/introduction.md @@ -4,7 +4,7 @@ Microsimulation models require high-quality microdata that accurately represents The Current Population Survey (CPS) Annual Social and Economic Supplement provides detailed household demographics, family relationships, and program participation data for a representative sample of US households. However, it suffers from well-documented income underreporting, particularly at the top of the distribution. The IRS Public Use File (PUF) contains accurate tax return information but lacks household structure, demographic detail, and state identifiers needed for comprehensive policy analysis. -This paper presents a methodology for creating an Enhanced CPS dataset that combines the strengths of both sources. Through a two-stage enhancement process—imputation followed by reweighting—we create a dataset suitable for analyzing both tax and transfer policies at federal and state levels. +This paper presents a methodology for creating an Enhanced CPS dataset that combines the strengths of both sources. Through an enhancement process—imputation followed by reweighting—we create a dataset suitable for analyzing both tax and transfer policies at federal and state levels. ## Related Work @@ -14,13 +14,13 @@ Economic researchers address dataset limitations through various strategies. The Statistical agencies and researchers employ reweighting methods to align survey data with administrative totals. The Luxembourg Income Study uses calibration to improve cross-national comparability {cite:p}`gornick2013`. The Urban-Brookings Tax Policy Center employs reweighting in their microsimulation model but relies on proprietary data that cannot be shared publicly {cite:p}`khitatrakun2016`. -Our approach differs from previous efforts in three key ways. First, we employ quantile regression forests to preserve distributional characteristics during imputation, improving upon traditional hot-deck and regression-based methods that may distort variable relationships. We conduct robustness checks comparing QRF performance to gradient boosting and neural network approaches, finding QRF provides the best balance of accuracy and interpretability. Second, we calibrate to over 7,000 targets from multiple administrative sources, far exceeding the scope of previous calibration efforts which typically use fewer than 100 targets. Third, we provide a fully open-source implementation enabling reproducibility and collaborative improvement, addressing the transparency limitations of existing proprietary models. +Our approach differs from previous efforts in three key ways. First, we employ quantile regression forests to preserve distributional characteristics during imputation, improving upon traditional hot-deck and regression-based methods that may distort variable relationships. We conduct robustness checks comparing QRF performance to gradient boosting and neural network approaches, finding QRF provides the best balance of accuracy and interpretability. Second, we calibrate to 2,813 targets from multiple administrative sources, far exceeding the scope of previous calibration efforts which typically use fewer than 100 targets. Third, we provide a fully open-source implementation enabling reproducibility and collaborative improvement, addressing the transparency limitations of existing proprietary models. ## Contributions This paper makes three main contributions to the economic and public policy literature. Methodologically, we demonstrate how quantile regression forests can effectively impute detailed tax variables while preserving their joint distribution and relationship to demographics. This advances the statistical matching literature by showing how modern machine learning methods can overcome limitations of traditional hot-deck and parametric approaches. The preservation of distributional characteristics is particularly important for tax policy analysis where outcomes often depend on complex interactions between income sources and household characteristics. -Our empirical contribution involves creating and validating a publicly available enhanced dataset that addresses longstanding data limitations in microsimulation modeling. By combining the demographic richness of the CPS with the tax precision of the PUF, we enable analyses that were previously infeasible with public data. The dataset's calibration to over 7,000 administrative targets ensures consistency with official statistics across multiple dimensions simultaneously. +Our empirical contribution involves creating and validating a publicly available enhanced dataset that addresses longstanding data limitations in microsimulation modeling. By combining the demographic richness of the CPS with the tax precision of the PUF, we enable analyses that were previously infeasible with public data. The dataset's calibration to 2,813 administrative targets ensures consistency with official statistics across multiple dimensions simultaneously. From a practical perspective, we provide open-source tools and comprehensive documentation that enable researchers to apply these methods, modify the approach, or build upon our work. This transparency contrasts with existing proprietary models and supports reproducible research. Government agencies could use our framework to enhance their own microsimulation capabilities, while academic researchers gain access to data suitable for analyzing distributional impacts of tax and transfer policies. The modular design allows incremental improvements as new data sources become available. diff --git a/docs/methodology.md b/docs/methodology.md index 487bec85..77ad6317 100644 --- a/docs/methodology.md +++ b/docs/methodology.md @@ -1,6 +1,6 @@ # Methodology -We create the Enhanced CPS dataset through a two-stage process: imputation followed by reweighting. The imputation stage creates a copy of the CPS and uses Quantile Regression Forests to impute tax variables from the PUF onto this copy, creating the Extended CPS. The reweighting stage then optimizes household weights to match administrative targets, producing the Enhanced CPS with weights calibrated to statistics. +We create the Enhanced CPS dataset through imputation followed by reweighting. The imputation stage creates a copy of the CPS and uses Quantile Regression Forests to impute tax variables from the PUF onto this copy, creating the Extended CPS. The reweighting stage then optimizes household weights to match administrative targets, producing the Enhanced CPS with weights calibrated to statistics. ```mermaid graph TD @@ -37,7 +37,7 @@ graph TD Extended["Extended CPS - 2x households"]:::data - Targets{{"Administrative Targets - 7000+"}}:::data + Targets{{"Administrative Targets - 2,813"}}:::data Reweight("Reweight Optimization"):::process diff --git a/docs/myst.yml b/docs/myst.yml index 304258f0..37ddbbe5 100644 --- a/docs/myst.yml +++ b/docs/myst.yml @@ -7,12 +7,6 @@ project: family: Team copyright: '2024' github: policyengine/policyengine-us-data - thebe: - binder: - repo: policyengine/policyengine-us-data - provider: github - url: https://mybinder.org - ref: master jupyter: myst: enable_extensions: @@ -30,6 +24,7 @@ project: - file: background.md - file: data.md - file: methodology.md + - file: pwbm_ss_comparison_2025_2100.ipynb - file: discussion.md - file: conclusion.md - file: appendix.md diff --git a/docs/pwbm_ss_comparison_2025_2100.ipynb b/docs/pwbm_ss_comparison_2025_2100.ipynb new file mode 100644 index 00000000..3296e4cb --- /dev/null +++ b/docs/pwbm_ss_comparison_2025_2100.ipynb @@ -0,0 +1,1026 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Comparison to Penn Wharton Budget Model: Eliminating Tax on Social Security 2025-2100\n", + "## Integrating Economic Uprating with Demographic Reweighting" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Run projections using `run_household_projection.py`:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2025-11-19T19:56:10.232617Z", + "iopub.status.busy": "2025-11-19T19:56:10.232523Z", + "iopub.status.idle": "2025-11-19T19:57:25.892674Z", + "shell.execute_reply": "2025-11-19T19:57:25.892382Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TEST_LITE == False\r\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "======================================================================\r\n", + "HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2025-2027\r\n", + "======================================================================\r\n", + "\r\n", + "Configuration:\r\n", + " Base year: 2024 (CPS microdata)\r\n", + " Projection: 2025-2027\r\n", + " Calculation level: HOUSEHOLD ONLY (simplified)\r\n", + " Calibration method: GREG\r\n", + " Including Social Security benefits constraint: Yes\r\n", + " Including taxable payroll constraint: Yes\r\n", + " Saving year-specific .h5 files: Yes (to ./projected_datasets/)\r\n", + " Years to process: 3\r\n", + " Estimated time: ~9 minutes\r\n", + "\r\n", + "======================================================================\r\n", + "STEP 1: DEMOGRAPHIC PROJECTIONS\r\n", + "======================================================================\r\n", + "\r\n", + "Loaded SSA projections: 86 ages x 3 years\r\n", + "\r\n", + "Population projections:\r\n", + " 2025: 346.6M\r\n", + " 2027: 350.9M\r\n", + "\r\n", + "======================================================================\r\n", + "STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION\r\n", + "======================================================================\r\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r\n", + "Loaded 21,532 households\r\n", + "Household age matrix shape: (21532, 86)\r\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r\n", + "======================================================================\r\n", + "STEP 3: HOUSEHOLD-LEVEL PROJECTION\r\n", + "======================================================================\r\n", + "\r\n", + "Methodology (SIMPLIFIED):\r\n", + " 1. PolicyEngine uprates to each projection year\r\n", + " 2. Calculate all values at household level (map_to='household')\r\n", + " 3. IPF/GREG adjusts weights to match SSA demographics\r\n", + " 4. Apply calibrated weights directly (no aggregation needed)\r\n", + "\r\n", + "Initial memory usage: 1.13 GB\r\n", + "\r\n", + "Year Population Income Tax Baseline Tax Memory\r\n", + "-----------------------------------------------------------------\r\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " [DEBUG 2025] SS baseline: $1424.6B, target: $1609.0B\r\n", + " [DEBUG 2025] Payroll baseline: $8950.9B, target: $10621.0B\r\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " [DEBUG 2025] SS achieved: $1609.0B (error: -0.0%)\r\n", + " [DEBUG 2025] Payroll achieved: $10621.0B (error: -0.0%)\r\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Saved 2025.h5\r\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2025 346.6M $ 2543.1B $ 1882.9B 4.32GB\r\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " [DEBUG 2027] SS baseline: $1495.1B, target: $1799.9B\r\n", + " [DEBUG 2027] Payroll baseline: $9718.4B, target: $11627.0B\r\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " [DEBUG 2027] SS achieved: $1799.9B (error: -0.0%)\r\n", + " [DEBUG 2027] Payroll achieved: $11627.0B (error: 0.0%)\r\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Saved 2027.h5\r\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2027 350.9M $ 2873.8B $ 2125.0B 4.62GB\r\n" + ] + } + ], + "source": [ + "# Save calibrated datasets as .h5 files for each year\n", + "!python ../policyengine_us_data/datasets/cps/long_term/run_household_projection.py 2027 --greg --use-ss --use-payroll --save-h5" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Arguments:**\n", + "- `END_YEAR`: Target year for projection (default: 2035)\n", + "- `--greg`: Use GREG calibration instead of IPF (optional)\n", + "- `--use-ss`: Include Social Security benefit totals as calibration target (requires --greg)\n", + "- `--use-payroll`: Include taxable payroll as calibration target (requires --greg)\n", + "- `--save-h5`: Save year-specific .h5 files to `./projected_datasets/` directory" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Executive Summary\n", + "\n", + "This document outlines an innovative approach for projecting federal income tax revenue through 2100 that uniquely combines sophisticated economic microsimulation with demographic reweighting. By harmonizing PolicyEngine's state-of-the-art tax modeling with Social Security Administration demographic projections, we can isolate and quantify the fiscal impact of population aging while preserving the full complexity of the tax code." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The Challenge\n", + "\n", + "Projecting tax revenue over a 75-year horizon requires simultaneously modeling two distinct but interrelated dynamics:\n", + "\n", + "**Economic Evolution**: How incomes, prices, and tax parameters change over time\n", + "- Wage growth and income distribution shifts\n", + "- Inflation affecting brackets and deductions\n", + "- Legislative changes and indexing rules\n", + "- Behavioral responses to tax policy\n", + "\n", + "**Demographic Transformation**: How the population structure evolves\n", + "- Baby boom generation aging through retirement\n", + "- Declining birth rates reducing working-age population\n", + "- Increasing longevity extending retirement duration\n", + "- Shifting household composition patterns\n", + "\n", + "Traditional approaches typically sacrifice either economic sophistication (using simplified tax calculations) or demographic realism (holding age distributions constant). Our methodology preserves both." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loading and Exploring the Data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data Sources\n", + "\n", + "The long-term projections use two key SSA datasets:\n", + "\n", + "1. **SSA Population Projections** (`SSPopJul_TR2024.csv`)\n", + " - Source: [SSA 2024 Trustees Report - Single Year Age Demographic Projections](https://www.ssa.gov/oact/HistEst/Population/2024/Population2024.html)\n", + " - Contains age-specific population projections through 2100\n", + " - Used for demographic reweighting to match future population structure\n", + "\n", + "2. **Social Security Cost Projections** (`social_security_aux.csv`)\n", + " - Source: [SSA 2025 Trustees Report, Table VI.G9](https://www.ssa.gov/oact/TR/2025/index.html)\n", + " - Contains OASDI benefit cost projections in CPI-indexed 2025 dollars\n", + " - Used as calibration target in GREG method to ensure fiscal consistency" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2025-11-19T19:57:25.894248Z", + "iopub.status.busy": "2025-11-19T19:57:25.894165Z", + "iopub.status.idle": "2025-11-19T19:57:28.259561Z", + "shell.execute_reply": "2025-11-19T19:57:28.259297Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/baogorek/envs/pe/lib/python3.13/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TEST_LITE == False\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from pathlib import Path\n", + "\n", + "from policyengine_us_data.storage import STORAGE_FOLDER" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2025-11-19T19:57:28.260599Z", + "iopub.status.busy": "2025-11-19T19:57:28.260502Z", + "iopub.status.idle": "2025-11-19T19:57:28.275248Z", + "shell.execute_reply": "2025-11-19T19:57:28.275040Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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420291810110.051991.905012696.0
\n", + "
" + ], + "text/plain": [ + " year oasdi_cost_in_billion_2025_usd cpi_w_intermediate \\\n", + "0 2025 1609 100.00 \n", + "1 2026 1660 102.49 \n", + "2 2027 1715 104.95 \n", + "3 2028 1763 107.47 \n", + "4 2029 1810 110.05 \n", + "\n", + " oasdi_cost_in_billion_nominal_usd taxable_payroll_in_billion_nominal_usd \n", + "0 1609.0000 10621.0 \n", + "1 1701.3340 11129.0 \n", + "2 1799.8925 11627.0 \n", + "3 1894.6961 12159.0 \n", + "4 1991.9050 12696.0 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load Social Security auxiliary data\n", + "ss_aux = pd.read_csv(STORAGE_FOLDER / 'social_security_aux.csv')\n", + "ss_aux.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Core Innovation\n", + "\n", + "Our approach operates in two complementary stages:\n", + "\n", + "### Stage 1: Economic Uprating\n", + "\n", + "PolicyEngine's microsimulation engine projects each household's economic circumstances forward using:\n", + "\n", + "**Sophisticated Income Modeling**\n", + "\n", + "The system models 17 distinct income categories, each uprated according to its economic fundamentals:\n", + "\n", + "*Primary Categories with Specific Projections:*\n", + "- Employment income (wages) - follows CBO wage growth projections\n", + "- Self-employment income - follows CBO business income projections\n", + "- Capital gains - follows CBO asset appreciation projections\n", + "- Interest income - follows CBO interest rate projections\n", + "- Dividend income - follows CBO corporate profit projections\n", + "- Pension income - follows CBO retirement income projections\n", + "- Social Security - follows SSA COLA projections (available through 2100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Stage 2: Demographic Reweighting\n", + "\n", + "We offer two calibration methods for adjusting household weights to match SSA projections:\n", + "\n", + "**Method 1: Iterative Proportional Fitting (IPF)**\n", + "- Traditional raking approach using Kullback-Leibler divergence\n", + "- Iteratively adjusts weights to match marginal distributions\n", + "- Robust to specification and always produces non-negative weights\n", + "- Default method for backward compatibility\n", + "\n", + "**Method 2: Generalized Regression (GREG) Calibration**\n", + "- Modern calibration using chi-squared distance minimization\n", + "- Enables simultaneous calibration to categorical AND continuous variables\n", + "- Direct solution via matrix operations (no iteration needed)\n", + "- Required for incorporating Social Security benefit constraints" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Demonstrating the Calibration Methods" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2025-11-19T19:57:28.280998Z", + "iopub.status.busy": "2025-11-19T19:57:28.280918Z", + "iopub.status.idle": "2025-11-19T19:57:28.282636Z", + "shell.execute_reply": "2025-11-19T19:57:28.282472Z" + } + }, + "outputs": [], + "source": [ + "from policyengine_us_data.datasets.cps.long_term.ssa_data import (\n", + " load_ssa_age_projections,\n", + " load_ssa_benefit_projections\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2025-11-19T19:57:28.283285Z", + "iopub.status.busy": "2025-11-19T19:57:28.283217Z", + "iopub.status.idle": "2025-11-19T19:57:28.296829Z", + "shell.execute_reply": "2025-11-19T19:57:28.296600Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Age distribution targets for 2025:\n", + "Shape: (86, 1)\n", + "Total population: 346577.3M\n" + ] + } + ], + "source": [ + "# Get SSA population targets for a specific year\n", + "year = 2025\n", + "age_targets = load_ssa_age_projections(end_year=year)\n", + "print(f\"\\nAge distribution targets for {year}:\")\n", + "print(f\"Shape: {age_targets.shape}\")\n", + "print(f\"Total population: {age_targets[:, 0].sum() / 1000:.1f}M\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2025-11-19T19:57:28.297698Z", + "iopub.status.busy": "2025-11-19T19:57:28.297611Z", + "iopub.status.idle": "2025-11-19T19:57:28.300109Z", + "shell.execute_reply": "2025-11-19T19:57:28.299938Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Social Security benefit target for 2025: $1609.0B\n" + ] + } + ], + "source": [ + "# Get Social Security benefit target\n", + "ss_target = load_ssa_benefit_projections(year)\n", + "print(f\"\\nSocial Security benefit target for {year}: ${ss_target / 1e9:.1f}B\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PWBM Analysis: Eliminating Income Taxes on Social Security Benefits\n", + "\n", + "**Source:** [Eliminating Income Taxes on Social Security Benefits](https://budgetmodel.wharton.upenn.edu/issues/2025/2/10/eliminating-income-taxes-on-social-security-benefits) (Penn Wharton Budget Model, February 10, 2025)\n", + "\n", + "---\n", + "\n", + "#### Policy Analyzed\n", + "The Penn Wharton Budget Model (PWBM) analyzed a policy proposal to permanently eliminate all income taxes on Social Security benefits, effective January 1, 2025.\n", + "\n", + "#### Key Findings\n", + "\n", + "* **Budgetary Impact:** The policy is projected to reduce federal revenues by **$1.45 trillion** over the 10-year budget window (2025-2034). Over the long term, it is projected to increase federal debt by 7 percent by 2054, relative to the current baseline.\n", + "\n", + "* **Macroeconomic Impact:** The analysis finds the policy would have negative long-term effects on the economy.\n", + " * It reduces incentives for households to save for retirement and to work.\n", + " * This leads to a smaller capital stock (projected to be 4.2% lower by 2054).\n", + " * The smaller capital stock results in lower average wages (1.8% lower by 2054) and lower GDP (2.1% lower by 2054).\n", + "\n", + "* **Conventional Distributional Impact (Your Table):** The table you shared shows the annual \"conventional\" effects on household after-tax income.\n", + " * The largest average *dollar* tax cuts go to households in the top 20 percent of the income distribution (quintiles 80-100%).\n", + " * The largest *relative* gains (as a percentage of income) go to households in the fourth quintile (60-80%), who see a 1.6% increase in after-tax income by 2054.\n", + " * The dollar amounts shown are in **nominal dollars** for each specified year, not adjusted to a single base year.\n", + "\n", + "* **Dynamic (Lifetime) Impact:** When analyzing the policy's effects over a household's entire lifetime, PWBM finds:\n", + " * The policy primarily benefits high-income households who are nearing or in retirement.\n", + " * It negatively impacts all households under the age of 30 and all future generations, who would experience a net welfare loss due to the long-term effects of lower wages and higher federal debt." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PolicyEngine's Analysis of Eliminating Income Taxes on Social Security Benefits" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2025-11-19T19:57:28.300920Z", + "iopub.status.busy": "2025-11-19T19:57:28.300844Z", + "iopub.status.idle": "2025-11-19T19:59:04.747344Z", + "shell.execute_reply": "2025-11-19T19:59:04.747122Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "================================================================================\n", + "WHARTON COMPARISON PIPELINE - YEAR 2054\n", + "================================================================================\n", + "\n", + "Running PolicyEngine analysis...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading dataset: hf://policyengine/test/2054.h5\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ranking according to quantiles with: household_net_income\n", + "✓ Analysis complete\n", + " Revenue impact: $-579.1B\n", + "\n", + "Generating comparison table...\n", + "\n", + "================================================================================\n", + "COMPARISON TABLE: 2054\n", + "================================================================================\n", + "\n", + "Average Tax Change (per household):\n", + " Income Group PolicyEngine Wharton Difference\n", + " First quintile $-95 $-5 $-90\n", + "Second quintile $-1,054 $-275 $-779\n", + "Middle quintile $-2,241 $-1,730 $-511\n", + "Fourth quintile $-4,633 $-3,560 $-1,073\n", + " 80-90% $-6,737 $-4,075 $-2,662\n", + " 90-95% $-12,121 $-4,385 $-7,736\n", + " 95-99% $-8,066 $-4,565 $-3,501\n", + " 99-99.9% $-7,257 $-4,820 $-2,437\n", + " Top 0.1% $-8,615 $-5,080 $-3,535\n", + "\n", + "Percent Change in Income:\n", + " Income Group PE % Wharton %\n", + " First quintile -0.10000000149011612% 0.0%\n", + "Second quintile 0.800000011920929% 0.3%\n", + "Middle quintile 1.100000023841858% 1.3%\n", + "Fourth quintile 1.399999976158142% 1.6%\n", + " 80-90% 1.399999976158142% 1.2%\n", + " 90-95% 1.7000000476837158% 0.9%\n", + " 95-99% 0.699999988079071% 0.6%\n", + " 99-99.9% 0.30000001192092896% 0.2%\n", + " Top 0.1% 0.10000000149011612% 0.0%\n", + "\n" + ] + } + ], + "source": [ + "import sys\n", + "import os\n", + "import pandas as pd\n", + "import numpy as np\n", + "import gc\n", + "\n", + "from policyengine_us import Microsimulation\n", + "from policyengine_core.reforms import Reform\n", + "\n", + "WHARTON_BENCHMARKS = {\n", + " 2026: {\n", + " 'First quintile': {'tax_change': 0, 'pct_change': 0.0},\n", + " 'Second quintile': {'tax_change': -15, 'pct_change': 0.0},\n", + " 'Middle quintile': {'tax_change': -340, 'pct_change': 0.5},\n", + " 'Fourth quintile': {'tax_change': -1135, 'pct_change': 1.1},\n", + " '80-90%': {'tax_change': -1625, 'pct_change': 1.0},\n", + " '90-95%': {'tax_change': -1590, 'pct_change': 0.7},\n", + " '95-99%': {'tax_change': -2020, 'pct_change': 0.5},\n", + " '99-99.9%': {'tax_change': -2205, 'pct_change': 0.2},\n", + " 'Top 0.1%': {'tax_change': -2450, 'pct_change': 0.0},\n", + " },\n", + " 2034: {\n", + " 'First quintile': {'tax_change': 0, 'pct_change': 0.0},\n", + " 'Second quintile': {'tax_change': -45, 'pct_change': 0.1},\n", + " 'Middle quintile': {'tax_change': -615, 'pct_change': 0.8},\n", + " 'Fourth quintile': {'tax_change': -1630, 'pct_change': 1.2},\n", + " '80-90%': {'tax_change': -2160, 'pct_change': 1.1},\n", + " '90-95%': {'tax_change': -2160, 'pct_change': 0.7},\n", + " '95-99%': {'tax_change': -2605, 'pct_change': 0.6},\n", + " '99-99.9%': {'tax_change': -2715, 'pct_change': 0.2},\n", + " 'Top 0.1%': {'tax_change': -2970, 'pct_change': 0.0},\n", + " },\n", + " 2054: {\n", + " 'First quintile': {'tax_change': -5, 'pct_change': 0.0},\n", + " 'Second quintile': {'tax_change': -275, 'pct_change': 0.3},\n", + " 'Middle quintile': {'tax_change': -1730, 'pct_change': 1.3},\n", + " 'Fourth quintile': {'tax_change': -3560, 'pct_change': 1.6},\n", + " '80-90%': {'tax_change': -4075, 'pct_change': 1.2},\n", + " '90-95%': {'tax_change': -4385, 'pct_change': 0.9},\n", + " '95-99%': {'tax_change': -4565, 'pct_change': 0.6},\n", + " '99-99.9%': {'tax_change': -4820, 'pct_change': 0.2},\n", + " 'Top 0.1%': {'tax_change': -5080, 'pct_change': 0.0},\n", + " },\n", + "}\n", + "\n", + "def run_analysis(dataset_path, year, income_rank_var = \"household_net_income\"):\n", + " \"\"\"Run Option 1 analysis for given dataset and year\"\"\"\n", + "\n", + " option1_reform = Reform.from_dict(\n", + " {\n", + " # Base rate parameters (0-50% bracket)\n", + " \"gov.irs.social_security.taxability.rate.base.benefit_cap\": {\n", + " \"2026-01-01.2100-12-31\": 0\n", + " },\n", + " \"gov.irs.social_security.taxability.rate.base.excess\": {\n", + " \"2026-01-01.2100-12-31\": 0\n", + " },\n", + " # Additional rate parameters (50-85% bracket)\n", + " \"gov.irs.social_security.taxability.rate.additional.benefit_cap\": {\n", + " \"2026-01-01.2100-12-31\": 0\n", + " },\n", + " \"gov.irs.social_security.taxability.rate.additional.bracket\": {\n", + " \"2026-01-01.2100-12-31\": 0\n", + " },\n", + " \"gov.irs.social_security.taxability.rate.additional.excess\": {\n", + " \"2026-01-01.2100-12-31\": 0\n", + " }\n", + " }, country_id=\"us\"\n", + " )\n", + " reform = Microsimulation(dataset=dataset_path, reform=option1_reform)\n", + "\n", + " # Get household data\n", + " household_net_income_reform = reform.calculate(\"household_net_income\", period=year, map_to=\"household\")\n", + " household_agi_reform = reform.calculate(\"adjusted_gross_income\", period=year, map_to=\"household\")\n", + " income_tax_reform = reform.calculate(\"income_tax\", period=year, map_to=\"household\")\n", + "\n", + " del reform\n", + " gc.collect()\n", + "\n", + " print(f\"Loading dataset: {dataset_path}\")\n", + " baseline = Microsimulation(dataset=dataset_path)\n", + " household_weight = baseline.calculate(\"household_weight\", period=year)\n", + " household_net_income_baseline = baseline.calculate(\"household_net_income\", period=year, map_to=\"household\")\n", + " household_agi_baseline = baseline.calculate(\"adjusted_gross_income\", period=year, map_to=\"household\")\n", + " income_tax_baseline = baseline.calculate(\"income_tax\", period=year, map_to=\"household\")\n", + "\n", + " # Calculate changes\n", + " tax_change = income_tax_reform - income_tax_baseline\n", + " income_change_pct = (\n", + " (household_net_income_reform - household_net_income_baseline) / household_net_income_baseline\n", + " ) * 100\n", + "\n", + " # Create DataFrame\n", + " df = pd.DataFrame({\n", + " 'household_net_income': household_net_income_baseline,\n", + " 'weight': household_weight,\n", + " 'tax_change': tax_change,\n", + " 'income_change_pct': income_change_pct,\n", + " 'income_rank_var': baseline.calculate(income_rank_var, year, map_to=\"household\")\n", + " })\n", + " \n", + " # Calculate percentiles\n", + "\n", + " print(f\"Ranking according to quantiles with: {income_rank_var}\")\n", + " df['income_percentile'] = df['income_rank_var'].rank(pct=True) * 100\n", + "\n", + " # Assign income groups\n", + " def assign_income_group(percentile):\n", + " if percentile <= 20:\n", + " return 'First quintile'\n", + " elif percentile <= 40:\n", + " return 'Second quintile'\n", + " elif percentile <= 60:\n", + " return 'Middle quintile'\n", + " elif percentile <= 80:\n", + " return 'Fourth quintile'\n", + " elif percentile <= 90:\n", + " return '80-90%'\n", + " elif percentile <= 95:\n", + " return '90-95%'\n", + " elif percentile <= 99:\n", + " return '95-99%'\n", + " elif percentile <= 99.9:\n", + " return '99-99.9%'\n", + " else:\n", + " return 'Top 0.1%'\n", + "\n", + " df['income_group'] = df['income_percentile'].apply(assign_income_group)\n", + "\n", + " # Calculate aggregate revenue\n", + " revenue_impact = (income_tax_reform.sum() - income_tax_baseline.sum()) / 1e9\n", + "\n", + " # Calculate by group\n", + " results = []\n", + " for group in ['First quintile', 'Second quintile', 'Middle quintile', 'Fourth quintile',\n", + " '80-90%', '90-95%', '95-99%', '99-99.9%', 'Top 0.1%']:\n", + " group_data = df[df['income_group'] == group]\n", + " if len(group_data) == 0:\n", + " continue\n", + "\n", + " total_weight = group_data['weight'].sum()\n", + " avg_tax_change = (group_data['tax_change'] * group_data['weight']).sum() / total_weight\n", + " avg_income_change_pct = (group_data['income_change_pct'] * group_data['weight']).sum() / total_weight\n", + "\n", + " results.append({\n", + " 'group': group,\n", + " 'pe_tax_change': round(avg_tax_change),\n", + " 'pe_pct_change': round(avg_income_change_pct, 1),\n", + " })\n", + "\n", + " return pd.DataFrame(results), revenue_impact\n", + "\n", + "def generate_comparison_table(pe_results, year):\n", + " \"\"\"Generate comparison table with Wharton benchmark\"\"\"\n", + "\n", + " if year not in WHARTON_BENCHMARKS:\n", + " print(f\"Warning: No Wharton benchmark available for year {year}\")\n", + " return pe_results\n", + "\n", + " wharton_data = WHARTON_BENCHMARKS[year]\n", + "\n", + " comparison = []\n", + " for _, row in pe_results.iterrows():\n", + " group = row['group']\n", + " wharton = wharton_data.get(group, {'tax_change': None, 'pct_change': None})\n", + "\n", + " pe_tax = row['pe_tax_change']\n", + " wh_tax = wharton['tax_change']\n", + "\n", + " comparison.append({\n", + " 'Income Group': group,\n", + " 'PolicyEngine': f\"${pe_tax:,}\",\n", + " 'Wharton': f\"${wh_tax:,}\" if wh_tax is not None else 'N/A',\n", + " 'Difference': f\"${(pe_tax - wh_tax):,}\" if wh_tax is not None else 'N/A',\n", + " 'PE %': f\"{row['pe_pct_change']}%\",\n", + " 'Wharton %': f\"{wharton['pct_change']}%\" if wharton['pct_change'] is not None else 'N/A',\n", + " })\n", + "\n", + " return pd.DataFrame(comparison)\n", + "\n", + "dataset_path = 'hf://policyengine/test/2054.h5'\n", + "year = 2054\n", + "income_rank_variable = \"household_net_income\"\n", + "\n", + "print(\"=\"*80)\n", + "print(f\"WHARTON COMPARISON PIPELINE - YEAR {year}\")\n", + "print(\"=\"*80)\n", + "print()\n", + "\n", + "# Run analysis\n", + "print(\"Running PolicyEngine analysis...\")\n", + "pe_results, revenue_impact = run_analysis(dataset_path, year, income_rank_variable)\n", + "print(f\"✓ Analysis complete\")\n", + "print(f\" Revenue impact: ${revenue_impact:.1f}B\")\n", + "print()\n", + "\n", + "# Generate comparison table\n", + "print(\"Generating comparison table...\")\n", + "comparison_table = generate_comparison_table(pe_results, year)\n", + "\n", + "print()\n", + "print(\"=\"*80)\n", + "print(f\"COMPARISON TABLE: {year}\")\n", + "print(\"=\"*80)\n", + "print()\n", + "print(\"Average Tax Change (per household):\")\n", + "print(comparison_table[['Income Group', 'PolicyEngine', 'Wharton', 'Difference']].to_string(index=False))\n", + "print()\n", + "print(\"Percent Change in Income:\")\n", + "print(comparison_table[['Income Group', 'PE %', 'Wharton %']].to_string(index=False))\n", + "print()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/policyengine_us_data/datasets/cps/long_term/README.md b/policyengine_us_data/datasets/cps/long_term/README.md new file mode 100644 index 00000000..9ca467f7 --- /dev/null +++ b/policyengine_us_data/datasets/cps/long_term/README.md @@ -0,0 +1,143 @@ +# Long-Term Income Tax Revenue Projection Methodology +## Integrating Economic Uprating with Demographic Reweighting + +### Quick Start + +Run projections using `run_household_projection.py`: + +```bash +# Recommended: GREG with all three constraint types +python run_household_projection.py 2100 --greg --use-ss --use-payroll --save-h5 + +# IPF with only age distribution constraints (faster, less accurate) +python run_household_projection.py 2050 + +# GREG with age + Social Security only +python run_household_projection.py 2100 --greg --use-ss +``` + +**Arguments:** +- `END_YEAR`: Target year for projection (default: 2035) +- `--greg`: Use GREG calibration instead of IPF +- `--use-ss`: Include Social Security benefit totals as calibration target (requires `--greg`) +- `--use-payroll`: Include taxable payroll totals as calibration target (requires `--greg`) +- `--save-h5`: Save year-specific .h5 files to `./projected_datasets/` directory + +**Estimated runtime:** ~2 minutes/year without `--save-h5`, ~3 minutes/year with `--save-h5` + +--- + +### Calibration Methods + +**IPF (Iterative Proportional Fitting)** +- Adjusts weights to match age distribution only (86 categories: ages 0-85+) +- Fast and simple, but cannot enforce Social Security or payroll totals +- Converges iteratively (typically 20-40 iterations) + +**GREG (Generalized Regression Estimator)** +- Solves for weights matching multiple constraints simultaneously +- Can enforce age distribution + Social Security benefits + taxable payroll +- One-shot solution using `samplics` package +- **Recommended** for accurate long-term projections + +--- + +### Constraint Types + +1. **Age Distribution** (always active) + - 86 categories: ages 0-84 individually, 85+ aggregated + - Source: SSA population projections (`SSPopJul_TR2024.csv`) + +2. **Social Security Benefits** (`--use-ss`, GREG only) + - Total OASDI benefit payments (nominal dollars) + - Source: SSA Trustee Report 2024 (`social_security_aux.csv`) + +3. **Taxable Payroll** (`--use-payroll`, GREG only) + - W-2 wages capped at wage base + SE income within remaining cap room + - Calculated as: `taxable_earnings_for_social_security` + `social_security_taxable_self_employment_income` + - Source: SSA Trustee Report 2024 (`social_security_aux.csv`) + +--- + +### Data Sources + +All data from **SSA 2024 Trustee Report**: + +- `SSPopJul_TR2024.csv` - Population projections 2025-2100 by single year of age +- `social_security_aux.csv` - OASDI costs and taxable payroll projections 2025-2100 + - Extracted from `SingleYearTRTables_TR2025.xlsx` Table VI.G9 using `extract_ssa_costs.py` + +Files located in: `policyengine_us_data/storage/` + +--- + +### Output Files + +**Year-specific .h5 files** (when using `--save-h5`) +- Saved to: `./projected_datasets/YYYY.h5` +- Contains: All CPS microdata variables uprated to year YYYY with calibrated household weights +- Usage: Load directly with PolicyEngine: `Microsimulation(dataset="./projected_datasets/2050.h5")` + +**Variables included:** +- All demographic variables (age, household composition, state, etc.) +- All income variables (wages, Social Security, capital income, etc.) - uprated to target year +- `household_weight` - calibrated to match age distribution and optional SS/payroll totals + +--- + +### Files in this Directory + +- **`run_household_projection.py`** - Main projection script (see Quick Start) +- **`calibration.py`** - IPF and GREG weight calibration implementations +- **`ssa_data.py`** - Load SSA population, benefit, and payroll projections +- **`projection_utils.py`** - Utility functions (age matrix builder, H5 file creator) +- **`extract_ssa_costs.py`** - One-time script to extract SSA data from Excel (already run) + +--- + +### Methodology Overview + +For each projection year (2025-2100): + +1. **Load base microdata** - CPS 2024 Enhanced dataset +2. **Uprate variables** - PolicyEngine automatically uprates income, thresholds, etc. to target year +3. **Calculate values** - Income tax, Social Security, taxable payroll at household level +4. **Calibrate weights** - Adjust household weights to match SSA demographic/economic targets +5. **Aggregate results** - Apply calibrated weights to calculate national totals + +**Key innovation:** Household-level calculations avoid person→household aggregation issues, maintaining consistency across all variables. + +--- + +### Validating Results + +After generating calibrated datasets, verify calibration accuracy: + +```python +from policyengine_us import Microsimulation + +# Load calibrated dataset +sim = Microsimulation(dataset="./projected_datasets/2050.h5") + +# Check Social Security benefits (should match target from social_security_aux.csv) +ss_total = sim.calculate("social_security").sum() / 1e9 +print(f"Social Security 2050: ${ss_total:.1f}B") + +# Check taxable payroll +payroll = ( + sim.calculate("taxable_earnings_for_social_security").sum() / 1e9 + + sim.calculate("social_security_taxable_self_employment_income").sum() / 1e9 +) +print(f"Taxable payroll 2050: ${payroll:.1f}B") + +# Check population (should match SSA population projections) +pop = sim.calculate("people").sum() / 1e6 +print(f"Population 2050: {pop:.1f}M") +``` + +**Expected 2050 values** (from SSA 2024 TR): +- Social Security: $4,802.5B +- Taxable payroll: $28,300.0B +- Population: ~389.5M + +When using `--greg --use-ss --use-payroll`, calibration should achieve **< 0.1% error** on all constraints. diff --git a/policyengine_us_data/datasets/cps/long_term/calibration.py b/policyengine_us_data/datasets/cps/long_term/calibration.py new file mode 100644 index 00000000..6a8d293e --- /dev/null +++ b/policyengine_us_data/datasets/cps/long_term/calibration.py @@ -0,0 +1,201 @@ +import numpy as np +import pandas as pd + + +def iterative_proportional_fitting( + X, y, w_initial, max_iters=100, tol=1e-6, verbose=True +): + """ + Fast iterative proportional fitting (raking) for reweighting. + + Args: + X: Design matrix (n_households x n_features) + y: Target vector (n_features,) + w_initial: Initial weights (n_households,) + max_iters: Maximum iterations + tol: Convergence tolerance + verbose: Print progress + + Returns: + w_new: New weights (n_households,) + info: Dictionary with convergence info + """ + w = w_initial.copy() + n_features = X.shape[1] + + for iter_num in range(max_iters): + predictions = X.T @ w + + adjustment_factors = y / (predictions + 1e-10) + + w_new = w.copy() + for i in range(len(w)): + household_features = X[i, :] + relevant_adjustments = adjustment_factors[household_features > 0] + if len(relevant_adjustments) > 0: + adjustment = np.prod( + relevant_adjustments + ** ( + household_features[household_features > 0] + / household_features.sum() + ) + ) + w_new[i] *= adjustment + + rel_change = np.abs(w_new - w).max() / (np.abs(w).max() + 1e-10) + w = w_new + + if verbose and (iter_num % 10 == 0 or rel_change < tol): + predictions_new = X.T @ w + rel_errors = np.abs(predictions_new - y) / y + max_rel_error = rel_errors.max() + print( + f"Iteration {iter_num:3d}: Max relative error = {max_rel_error:.6f}, Weight change = {rel_change:.6e}" + ) + + if rel_change < tol: + if verbose: + print(f"Converged in {iter_num + 1} iterations") + break + + predictions_final = X.T @ w + predictions_initial = X.T @ w_initial + + info = { + "success": True, + "iterations": iter_num + 1, + "predictions_initial": predictions_initial, + "predictions_new": predictions_final, + "relative_errors_initial": (predictions_initial - y) / y, + "relative_errors_new": (predictions_final - y) / y, + "weight_ratio": w / w_initial, + } + + return w, info + + +def calibrate_greg( + calibrator, + X, + y_target, + baseline_weights, + ss_values=None, + ss_target=None, + payroll_values=None, + payroll_target=None, + n_ages=86, +): + """ + Calibrate weights using GREG method via samplics. + + Args: + calibrator: SampleWeight instance from samplics + X: Design matrix (n_households x n_ages) + y_target: Target age distribution + baseline_weights: Initial household weights + ss_values: Optional Social Security values per household + ss_target: Optional Social Security target total + payroll_values: Optional taxable payroll values per household + payroll_target: Optional taxable payroll target total + n_ages: Number of age groups + + Returns: + w_new: Calibrated weights + iterations: Number of iterations (always 1 for GREG) + """ + controls = {} + for age_idx in range(n_ages): + controls[f"age_{age_idx}"] = y_target[age_idx] + + # Build auxiliary variables dataframe if any continuous constraints are provided + if (ss_values is not None and ss_target is not None) or ( + payroll_values is not None and payroll_target is not None + ): + age_cols = {f"age_{i}": X[:, i] for i in range(n_ages)} + aux_df = pd.DataFrame(age_cols) + + if ss_values is not None and ss_target is not None: + aux_df["ss_total"] = ss_values + controls["ss_total"] = ss_target + + if payroll_values is not None and payroll_target is not None: + aux_df["payroll_total"] = payroll_values + controls["payroll_total"] = payroll_target + + aux_vars = aux_df + else: + aux_vars = X + + w_new = calibrator.calibrate( + samp_weight=baseline_weights, + aux_vars=aux_vars, + control=controls, + ) + + return w_new, 1 + + +def calibrate_weights( + X, + y_target, + baseline_weights, + method="ipf", + calibrator=None, + ss_values=None, + ss_target=None, + payroll_values=None, + payroll_target=None, + n_ages=86, + max_iters=100, + tol=1e-6, + verbose=False, +): + """ + Unified interface for weight calibration. + + Args: + X: Design matrix (n_households x n_features) + y_target: Target vector + baseline_weights: Initial weights + method: 'ipf' or 'greg' + calibrator: Required if method='greg' + ss_values: Optional SS values (for GREG with SS) + ss_target: Optional SS target (for GREG with SS) + payroll_values: Optional payroll values (for GREG with payroll) + payroll_target: Optional payroll target (for GREG with payroll) + n_ages: Number of age groups + max_iters: Max iterations for IPF + tol: Convergence tolerance for IPF + verbose: Print progress + + Returns: + w_new: Calibrated weights + iterations: Number of iterations + """ + if method == "greg": + if calibrator is None: + raise ValueError("calibrator required for GREG method") + try: + return calibrate_greg( + calibrator, + X, + y_target, + baseline_weights, + ss_values, + ss_target, + payroll_values, + payroll_target, + n_ages, + ) + except Exception as e: + if verbose: + print(f"GREG failed: {e}, falling back to IPF") + w_new, info = iterative_proportional_fitting( + X, y_target, baseline_weights, max_iters, tol, verbose + ) + return w_new, info["iterations"] + else: + w_new, info = iterative_proportional_fitting( + X, y_target, baseline_weights, max_iters, tol, verbose + ) + return w_new, info["iterations"] diff --git a/policyengine_us_data/datasets/cps/long_term/extract_ssa_costs.py b/policyengine_us_data/datasets/cps/long_term/extract_ssa_costs.py new file mode 100644 index 00000000..5ada2db9 --- /dev/null +++ b/policyengine_us_data/datasets/cps/long_term/extract_ssa_costs.py @@ -0,0 +1,40 @@ +import pandas as pd +import numpy as np + +# Read the file +df = pd.read_excel( + "SingleYearTRTables_TR2025.xlsx", sheet_name="VI.G9", header=None +) + +print("DataFrame shape:", df.shape) +print("\nChecking data types around row 66-70:") +for i in range(66, 71): + year_val = df.iloc[i, 0] + cost_val = df.iloc[i, 2] + print( + f"Row {i}: Year={year_val} (type: {type(year_val)}), Cost={cost_val} (type: {type(cost_val)})" + ) + +# Extract OASDI costs more carefully +oasdi_costs_2025_dollars = {} +for i in range(66, min(142, len(df))): + year_val = df.iloc[i, 0] + cost_val = df.iloc[i, 2] + + if pd.notna(year_val) and pd.notna(cost_val): + try: + year = int(year_val) + cost = float(cost_val) + oasdi_costs_2025_dollars[year] = cost + if year <= 2030: + print(f"Extracted: {year} -> ${cost}B") + except Exception as e: + print(f"Error at row {i}: {e}") + break + +print(f"\nTotal years extracted: {len(oasdi_costs_2025_dollars)}") + +# Show the dictionary +print("\nFirst 10 years:") +for year in sorted(oasdi_costs_2025_dollars.keys())[:10]: + print(f" {year}: ${oasdi_costs_2025_dollars[year]:.1f}B") diff --git a/policyengine_us_data/datasets/cps/long_term/projection_utils.py b/policyengine_us_data/datasets/cps/long_term/projection_utils.py new file mode 100644 index 00000000..04c23b04 --- /dev/null +++ b/policyengine_us_data/datasets/cps/long_term/projection_utils.py @@ -0,0 +1,198 @@ +import os +import gc +import numpy as np +import h5py + +from policyengine_us import Microsimulation +from policyengine_core.data.dataset import Dataset + + +def build_household_age_matrix(sim, n_ages=86): + """ + Build household age composition matrix from simulation. + + Args: + sim: PolicyEngine Microsimulation instance + n_ages: Number of age groups (default 86 for ages 0-85+) + + Returns: + X: Household age matrix (n_households x n_ages) + household_ids_unique: Array of unique household IDs + hh_id_to_idx: Dict mapping household ID to row index + """ + age_person = sim.calculate("age") + person_household_id = sim.calculate("person_household_id") + + household_ids_unique = np.unique(person_household_id.values) + n_households = len(household_ids_unique) + + X = np.zeros((n_households, n_ages)) + hh_id_to_idx = { + hh_id: idx for idx, hh_id in enumerate(household_ids_unique) + } + + for person_idx in range(len(age_person)): + age = int(age_person.values[person_idx]) + hh_id = person_household_id.values[person_idx] + hh_idx = hh_id_to_idx[hh_id] + age_idx = min(age, 85) + X[hh_idx, age_idx] += 1 + + return X, household_ids_unique, hh_id_to_idx + + +def create_household_year_h5( + year, household_weights, base_dataset_path, output_dir +): + """ + Create a year-specific .h5 file with calibrated household weights. + + This simplified version only saves weights and essential IDs, letting + PolicyEngine uprate and calculate all other variables on-the-fly. + + Args: + year: The year for this dataset + household_weights: Calibrated household weights for this year + base_dataset_path: Path to base dataset + output_dir: Directory to save the .h5 file + + Returns: + Path to the created .h5 file + """ + output_path = os.path.join(output_dir, f"{year}.h5") + + sim = Microsimulation(dataset=base_dataset_path) + base_period = int(sim.default_calculation_period) + + df = sim.to_input_dataframe() + + household_ids = sim.calculate("household_id", map_to="household").values + person_household_id = df[f"person_household_id__{base_period}"] + + hh_to_weight = dict(zip(household_ids, household_weights)) + person_weights = person_household_id.map(hh_to_weight) + + df[f"household_weight__{year}"] = person_weights + df.drop( + columns=[ + f"household_weight__{base_period}", + f"person_weight__{base_period}", + ], + inplace=True, + errors="ignore", + ) + + for col in df.columns: + if f"__{base_period}" in col: + var_name = col.replace(f"__{base_period}", "") + col_name_new = f"{var_name}__{year}" + + if var_name in ["household_weight", "person_weight"]: + continue + + try: + uprated_values = sim.calculate(var_name, period=year).values + + if len(uprated_values) == len(df): + df[col_name_new] = uprated_values + df.drop(columns=[col], inplace=True) + else: + df.rename(columns={col: col_name_new}, inplace=True) + + except: + df.rename(columns={col: col_name_new}, inplace=True) + + dataset = Dataset.from_dataframe(df, year) + + new_sim = Microsimulation() + new_sim.dataset = dataset + new_sim.build_from_dataset() + + data = {} + for variable in new_sim.tax_benefit_system.variables: + holder = new_sim.get_holder(variable) + known_periods = holder.get_known_periods() + + if len(known_periods) > 0: + data[variable] = {} + for period in known_periods: + values = holder.get_array(period) + values = np.array(values) + + if values.dtype == np.object_: + try: + values = values.astype("S") + except: + continue + + data[variable][period] = values + + with h5py.File(output_path, "w") as f: + for variable, periods in data.items(): + grp = f.create_group(variable) + for period, values in periods.items(): + grp.create_dataset(str(period), data=values) + + del sim, new_sim, dataset + gc.collect() + + return output_path + + +def calculate_year_statistics( + sim, year, X, y_target, baseline_weights, calibrate_fn, use_ss=False +): + """ + Calculate statistics for a single projection year. + + Args: + sim: PolicyEngine Microsimulation instance + year: Year to calculate for + X: Household age matrix + y_target: Target age distribution + baseline_weights: Initial household weights + calibrate_fn: Function to calibrate weights + use_ss: Whether to include Social Security in calibration + + Returns: + Dictionary with year statistics and calibrated weights + """ + income_tax_hh = sim.calculate( + "income_tax", period=year, map_to="household" + ) + income_tax_baseline_total = income_tax_hh.sum() + income_tax_values = income_tax_hh.values + + household_microseries = sim.calculate("household_id", map_to="household") + baseline_weights_actual = household_microseries.weights.values + household_ids_hh = household_microseries.values + + ss_values = None + ss_target = None + if use_ss: + ss_hh = sim.calculate( + "social_security", period=year, map_to="household" + ) + ss_baseline_total = ss_hh.sum() + ss_values = ss_hh.values + + w_new, iterations = calibrate_fn( + X=X, + y_target=y_target, + baseline_weights=baseline_weights_actual, + ss_values=ss_values, + ss_target=ss_target, + ) + + total_income_tax = np.sum(income_tax_values * w_new) + total_population = np.sum(y_target) + + return { + "year": year, + "weights": w_new, + "baseline_weights": baseline_weights_actual, + "total_income_tax": total_income_tax, + "total_income_tax_baseline": income_tax_baseline_total, + "total_population": total_population, + "iterations": iterations, + } diff --git a/policyengine_us_data/datasets/cps/long_term/run_household_projection.py b/policyengine_us_data/datasets/cps/long_term/run_household_projection.py new file mode 100644 index 00000000..f47d9b74 --- /dev/null +++ b/policyengine_us_data/datasets/cps/long_term/run_household_projection.py @@ -0,0 +1,299 @@ +""" +Household-level projection pathway for income tax revenue 2025-2100. + + +Usage: + python run_household_projection.py [END_YEAR] [--greg] [--use-ss] [--use-payroll] [--save-h5] + + END_YEAR: Optional ending year (default: 2035) + --greg: Use GREG calibration instead of IPF (optional) + --use-ss: Include Social Security benefit totals as calibration target (requires --greg) + --use-payroll: Include taxable payroll totals as calibration target (requires --greg) + --save-h5: Save year-specific .h5 files with calibrated weights to ./projected_datasets/ + +Examples: + python run_household_projection.py 2100 --greg --use-ss --use-payroll --save-h5 +""" + +import sys +import gc +import os +import psutil + +import numpy as np + +from policyengine_us import Microsimulation + +from ssa_data import ( + load_ssa_age_projections, + load_ssa_benefit_projections, + load_taxable_payroll_projections, +) +from calibration import calibrate_weights +from projection_utils import ( + build_household_age_matrix, + create_household_year_h5, +) + + +# ========================================================================= +# DATASET CONFIGURATION +# ========================================================================= + +DATASET_OPTIONS = { + "cps_2024_full": { + "path": "./policyengine-us-data/policyengine_us_data/storage/cps_2024_full.h5", + "base_year": 2024, + }, + "enhanced_cps_2024": { + "path": "hf://policyengine/policyengine-us-data/enhanced_cps_2024.h5", + "base_year": 2024, + }, +} + +SELECTED_DATASET = "enhanced_cps_2024" +START_YEAR = 2025 + +# Load selected dataset configuration +BASE_DATASET_PATH = DATASET_OPTIONS[SELECTED_DATASET]["path"] +BASE_YEAR = DATASET_OPTIONS[SELECTED_DATASET]["base_year"] + + +USE_GREG = "--greg" in sys.argv +if USE_GREG: + sys.argv.remove("--greg") + +USE_SS = "--use-ss" in sys.argv +if USE_SS: + sys.argv.remove("--use-ss") + if not USE_GREG: + print("Warning: --use-ss requires --greg, enabling GREG automatically") + USE_GREG = True + +USE_PAYROLL = "--use-payroll" in sys.argv +if USE_PAYROLL: + sys.argv.remove("--use-payroll") + if not USE_GREG: + print( + "Warning: --use-payroll requires --greg, enabling GREG automatically" + ) + USE_GREG = True + +SAVE_H5 = "--save-h5" in sys.argv +if SAVE_H5: + sys.argv.remove("--save-h5") + +END_YEAR = int(sys.argv[1]) if len(sys.argv) > 1 else 2035 + +if USE_GREG: + from samplics.weighting import SampleWeight + + calibrator = SampleWeight() +else: + calibrator = None + +OUTPUT_DIR = "./projected_datasets" + +print("=" * 70) +print(f"HOUSEHOLD-LEVEL INCOME TAX PROJECTION: {START_YEAR}-{END_YEAR}") +print("=" * 70) +print(f"\nConfiguration:") +print(f" Base year: {BASE_YEAR} (CPS microdata)") +print(f" Projection: {START_YEAR}-{END_YEAR}") +print(f" Calculation level: HOUSEHOLD ONLY (simplified)") +print(f" Calibration method: {'GREG' if USE_GREG else 'IPF'}") +if USE_SS: + print(f" Including Social Security benefits constraint: Yes") +if USE_PAYROLL: + print(f" Including taxable payroll constraint: Yes") +if SAVE_H5: + print(f" Saving year-specific .h5 files: Yes (to {OUTPUT_DIR}/)") + os.makedirs(OUTPUT_DIR, exist_ok=True) +else: + print(f" Saving year-specific .h5 files: No (use --save-h5 to enable)") +print(f" Years to process: {END_YEAR - START_YEAR + 1}") +est_time = (END_YEAR - START_YEAR + 1) * (3 if SAVE_H5 else 2) +print(f" Estimated time: ~{est_time:.0f} minutes") + +# ========================================================================= +# STEP 1: LOAD SSA DEMOGRAPHIC PROJECTIONS +# ========================================================================= +print("\n" + "=" * 70) +print("STEP 1: DEMOGRAPHIC PROJECTIONS") +print("=" * 70) + +target_matrix = load_ssa_age_projections(end_year=END_YEAR) +n_years = target_matrix.shape[1] +n_ages = target_matrix.shape[0] + +print(f"\nLoaded SSA projections: {n_ages} ages x {n_years} years") +print(f"\nPopulation projections:") + +display_years = [ + y + for y in [START_YEAR, 2030, 2040, 2050, 2060, 2070, 2080, 2090, 2100] + if START_YEAR <= y <= END_YEAR +] +if END_YEAR not in display_years: + display_years.append(END_YEAR) + +for y in display_years: + idx = y - START_YEAR + if idx < n_years: + pop = target_matrix[:, idx].sum() + print(f" {y}: {pop/1e6:6.1f}M") + +# ========================================================================= +# STEP 2: BUILD HOUSEHOLD AGE MATRIX +# ========================================================================= +print("\n" + "=" * 70) +print("STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION") +print("=" * 70) + +sim = Microsimulation(dataset=BASE_DATASET_PATH) +X, household_ids_unique, hh_id_to_idx = build_household_age_matrix(sim, n_ages) +n_households = len(household_ids_unique) + +print(f"\nLoaded {n_households:,} households") +print(f"Household age matrix shape: {X.shape}") + +del sim +gc.collect() + +# ========================================================================= +# STEP 3: PROJECT INCOME TAX WITH HOUSEHOLD-LEVEL CALCULATIONS +# ========================================================================= +print("\n" + "=" * 70) +print("STEP 3: HOUSEHOLD-LEVEL PROJECTION") +print("=" * 70) +print("\nMethodology (SIMPLIFIED):") +print(" 1. PolicyEngine uprates to each projection year") +print(" 2. Calculate all values at household level (map_to='household')") +print(" 3. IPF/GREG adjusts weights to match SSA demographics") +print(" 4. Apply calibrated weights directly (no aggregation needed)") + +years = np.arange(START_YEAR, END_YEAR + 1) +total_income_tax = np.zeros(n_years) +total_income_tax_baseline = np.zeros(n_years) +total_population = np.zeros(n_years) +weights_matrix = np.zeros((n_households, n_years)) +baseline_weights_matrix = np.zeros((n_households, n_years)) + +process = psutil.Process() +print(f"\nInitial memory usage: {process.memory_info().rss / 1024**3:.2f} GB") + +print("\nYear Population Income Tax Baseline Tax Memory") +print("-" * 65) + +for year_idx in range(n_years): + year = START_YEAR + year_idx + + sim = Microsimulation(dataset=BASE_DATASET_PATH) + + income_tax_hh = sim.calculate( + "income_tax", period=year, map_to="household" + ) + income_tax_baseline_total = income_tax_hh.sum() + income_tax_values = income_tax_hh.values + + household_microseries = sim.calculate("household_id", map_to="household") + baseline_weights = household_microseries.weights.values + household_ids_hh = household_microseries.values + + assert len(household_ids_hh) == n_households + + ss_values = None + ss_target = None + if USE_SS: + ss_hh = sim.calculate( + "social_security", period=year, map_to="household" + ) + ss_values = ss_hh.values + ss_target = load_ssa_benefit_projections(year) + if year in display_years: + ss_baseline = np.sum(ss_values * baseline_weights) + print( + f" [DEBUG {year}] SS baseline: ${ss_baseline/1e9:.1f}B, target: ${ss_target/1e9:.1f}B" + ) + + payroll_values = None + payroll_target = None + if USE_PAYROLL: + # SSA taxable payroll = W-2 wages capped at wage base + SE income within remaining cap room + taxable_wages_hh = sim.calculate( + "taxable_earnings_for_social_security", + period=year, + map_to="household", + ) + taxable_self_emp_hh = sim.calculate( + "social_security_taxable_self_employment_income", + period=year, + map_to="household", + ) + payroll_values = taxable_wages_hh.values + taxable_self_emp_hh.values + payroll_target = load_taxable_payroll_projections(year) + if year in display_years: + payroll_baseline = np.sum(payroll_values * baseline_weights) + print( + f" [DEBUG {year}] Payroll baseline: ${payroll_baseline/1e9:.1f}B, target: ${payroll_target/1e9:.1f}B" + ) + + y_target = target_matrix[:, year_idx] + + w_new, iterations = calibrate_weights( + X=X, + y_target=y_target, + baseline_weights=baseline_weights, + method="greg" if USE_GREG else "ipf", + calibrator=calibrator, + ss_values=ss_values, + ss_target=ss_target, + payroll_values=payroll_values, + payroll_target=payroll_target, + n_ages=n_ages, + max_iters=100, + tol=1e-6, + verbose=False, + ) + + if year in display_years and (USE_SS or USE_PAYROLL): + if USE_SS: + ss_achieved = np.sum(ss_values * w_new) + print( + f" [DEBUG {year}] SS achieved: ${ss_achieved/1e9:.1f}B (error: {(ss_achieved - ss_target)/ss_target*100:.1f}%)" + ) + if USE_PAYROLL: + payroll_achieved = np.sum(payroll_values * w_new) + print( + f" [DEBUG {year}] Payroll achieved: ${payroll_achieved/1e9:.1f}B (error: {(payroll_achieved - payroll_target)/payroll_target*100:.1f}%)" + ) + + weights_matrix[:, year_idx] = w_new + baseline_weights_matrix[:, year_idx] = baseline_weights + total_income_tax[year_idx] = np.sum(income_tax_values * w_new) + total_income_tax_baseline[year_idx] = income_tax_baseline_total + total_population[year_idx] = np.sum(y_target) + + if SAVE_H5: + h5_path = create_household_year_h5( + year, w_new, BASE_DATASET_PATH, OUTPUT_DIR + ) + if year in display_years: + print(f" Saved {year}.h5") + + del sim + gc.collect() + + mem_gb = process.memory_info().rss / 1024**3 + + if year in display_years: + tax_billions = total_income_tax[year_idx] / 1e9 + baseline_billions = total_income_tax_baseline[year_idx] / 1e9 + pop_millions = total_population[year_idx] / 1e6 + print( + f"{year} {pop_millions:7.1f}M ${tax_billions:7.1f}B ${baseline_billions:7.1f}B {mem_gb:.2f}GB" + ) + elif year_idx % 5 == 0: + print( + f"{year} Processing... ({year_idx+1}/{n_years}) {mem_gb:.2f}GB" + ) diff --git a/policyengine_us_data/datasets/cps/long_term/ssa_data.py b/policyengine_us_data/datasets/cps/long_term/ssa_data.py new file mode 100644 index 00000000..248e9dc9 --- /dev/null +++ b/policyengine_us_data/datasets/cps/long_term/ssa_data.py @@ -0,0 +1,73 @@ +import numpy as np +import pandas as pd +from policyengine_us_data.storage import STORAGE_FOLDER + + +def load_ssa_age_projections(start_year=2025, end_year=2100): + """ + Load SSA population projections from package storage. + + Args: + start_year: First year to include (default 2025) + end_year: Final year to include (default 2100) + + Returns: + 86 x n_years matrix (ages 0-85+ x years start_year-end_year) + """ + csv_path = STORAGE_FOLDER / "SSPopJul_TR2024.csv" + df = pd.read_csv(csv_path) + + df_future = df[(df["Year"] >= start_year) & (df["Year"] <= end_year)] + + MAX_SINGLE_AGE = 85 + n_ages = MAX_SINGLE_AGE + 1 + n_years = end_year - start_year + 1 + target_matrix = np.zeros((n_ages, n_years)) + + for year_idx, year in enumerate(range(start_year, end_year + 1)): + df_year = df_future[df_future["Year"] == year] + + for age in range(MAX_SINGLE_AGE): + pop = df_year[df_year["Age"] == age]["Total"].values[0] + target_matrix[age, year_idx] = pop + + pop_85plus = df_year[df_year["Age"] >= MAX_SINGLE_AGE]["Total"].sum() + target_matrix[MAX_SINGLE_AGE, year_idx] = pop_85plus + + return target_matrix + + +def load_ssa_benefit_projections(year): + """ + Load SSA Trustee Report projections for Social Security benefits. + + Args: + year: Year to load benefits for + + Returns: + Total OASDI benefits in nominal dollars + """ + csv_path = STORAGE_FOLDER / "social_security_aux.csv" + df = pd.read_csv(csv_path) + + row = df[df["year"] == year] + nominal_billions = row["oasdi_cost_in_billion_nominal_usd"].values[0] + return nominal_billions * 1e9 + + +def load_taxable_payroll_projections(year): + """ + Load SSA Trustee Report projections for taxable payroll. + + Args: + year: Year to load taxable payroll for + + Returns: + Total taxable payroll in nominal dollars + """ + csv_path = STORAGE_FOLDER / "social_security_aux.csv" + df = pd.read_csv(csv_path) + + row = df[df["year"] == year] + nominal_billions = row["taxable_payroll_in_billion_nominal_usd"].values[0] + return nominal_billions * 1e9 diff --git a/policyengine_us_data/storage/README.md b/policyengine_us_data/storage/README.md index d2c1f054..dfe5576d 100644 --- a/policyengine_us_data/storage/README.md +++ b/policyengine_us_data/storage/README.md @@ -10,8 +10,20 @@ • Date: 2024 • Location: https://www.medicaid.gov/resources-for-states/downloads/eligib-oper-and-enrol-snap-december2024.pdf#page=26 -- **district_mapping.csv** +- **district_mapping.csv** • Source: created by the script `policyengine_us/storage/calibration_targets/make_district_mapping.py` • Notes: this script is not part of `make data` because of the length of time it takes to run and the likelhood of timeout errors. See the script for more notes, including an alternative source. Also, - once the IRS SOI updates their data in 2026, this mapping will likely be unncessesary. + once the IRS SOI updates their data in 2026, this mapping will likely be unncessesary. + +- **SSPopJul_TR2024.csv** + • Source: SSA Single Year Age demographic projections, "Mid Year" file (latest published: 2024) + • Date: 2024 + • Location: https://www.ssa.gov/oact/HistEst/Population/2024/Population2024.html + • Related: Single Year supplementary tables available at https://www.ssa.gov/oact/tr/2025/lrIndex.html + +- **social_security_aux.csv** + • Source: SSA Single Year supplementary tables + • Date: 2025 Trustees Report + • Location: https://www.ssa.gov/oact/tr/2025/lrIndex.html + • Notes: Contains OASDI cost projections and taxable payroll data (2025-2100) diff --git a/policyengine_us_data/storage/SSPopJul_TR2024.csv b/policyengine_us_data/storage/SSPopJul_TR2024.csv new file mode 100644 index 00000000..d56ae6cf --- /dev/null +++ b/policyengine_us_data/storage/SSPopJul_TR2024.csv @@ -0,0 +1,16161 @@ +Year,Age,Total,M Tot,M Sin,M Mar,M Wid,M Div,F Tot,F Sin,F Mar,F Wid,F Div +1941,0,2492508,1276328,1276328,0,0,0,1216180,1216180,0,0,0 +1941,1,2384290,1218524,1218524,0,0,0,1165766,1165766,0,0,0 +1941,2,2445054,1246078,1246078,0,0,0,1198976,1198976,0,0,0 +1941,3,2395999,1219543,1219543,0,0,0,1176456,1176456,0,0,0 +1941,4,2275425,1157612,1157612,0,0,0,1117813,1117813,0,0,0 +1941,5,2256066,1147565,1147565,0,0,0,1108501,1108501,0,0,0 +1941,6,2257053,1147103,1147103,0,0,0,1109950,1109950,0,0,0 +1941,7,2173862,1107423,1107423,0,0,0,1066439,1066439,0,0,0 +1941,8,2220274,1132963,1132963,0,0,0,1087311,1087311,0,0,0 +1941,9,2266163,1153540,1153540,0,0,0,1112623,1112623,0,0,0 +1941,10,2360042,1201451,1201451,0,0,0,1158591,1158591,0,0,0 +1941,11,2409712,1227631,1227631,0,0,0,1182081,1182081,0,0,0 +1941,12,2474461,1260814,1260814,0,0,0,1213647,1213647,0,0,0 +1941,13,2512655,1277756,1277179,488,63,26,1234899,1226687,7971,139,102 +1941,14,2529722,1283859,1282004,1583,190,82,1245863,1219195,25902,444,322 +1941,15,2561902,1297590,1294732,2365,321,172,1264312,1217346,45591,781,594 +1941,16,2597271,1313872,1307542,5451,495,384,1283399,1204182,76850,1241,1126 +1941,17,2612706,1320303,1300843,17916,740,804,1292403,1150780,137455,1955,2213 +1941,18,2608002,1317201,1270574,44098,1059,1470,1290801,1052767,231188,2916,3930 +1941,19,2585994,1307593,1201327,102552,1428,2286,1278401,920311,347907,4082,6101 +1941,20,2569045,1301372,1100612,195791,1816,3153,1267673,780526,473251,5416,8480 +1941,21,2491465,1259657,974953,278550,2166,3988,1231808,638324,576259,6653,10572 +1941,22,2457312,1232361,866986,357754,2580,5041,1224951,529794,674303,8033,12821 +1941,23,2479151,1237489,779173,448892,3061,6363,1241662,458912,758174,9474,15102 +1941,24,2442506,1218655,670009,537388,3516,7742,1223851,392475,803784,10700,16892 +1941,25,2399614,1197650,561337,623193,3994,9126,1201964,334391,837061,11989,18523 +1941,26,2370098,1185783,467957,702832,4522,10472,1184315,284795,865985,13449,20086 +1941,27,2375047,1187299,396889,773464,5111,11835,1187748,249232,901308,15323,21885 +1941,28,2371394,1182122,343562,819851,5678,13031,1189272,222186,926155,17387,23544 +1941,29,2332953,1162877,302591,840110,6201,13975,1170076,198607,927402,19370,24697 +1941,30,2254541,1126089,266554,838270,6661,14604,1128452,177659,904491,21092,25210 +1941,31,2206269,1104158,238176,843344,7275,15363,1102111,163452,889476,23294,25889 +1941,32,2224067,1112444,219934,867867,8174,16469,1111623,156049,901765,26582,27227 +1941,33,2203053,1101912,201298,874348,9042,17224,1101141,145475,897957,29804,27905 +1941,34,2179153,1089119,185311,875929,10002,17877,1090034,134770,893392,33455,28417 +1941,35,2139900,1066653,171635,865832,10916,18270,1073247,125263,882286,37082,28616 +1941,36,2060607,1026968,158129,838840,11713,18286,1033639,115218,850310,40039,28072 +1941,37,2057011,1025753,151670,842097,13056,18930,1031258,110524,847751,44583,28400 +1941,38,2065134,1031802,146253,851261,14623,19665,1033332,106837,848346,49444,28705 +1941,39,1975082,989830,134348,820441,15610,19431,985252,98544,807245,51978,27485 +1941,40,1823523,914823,119417,760908,16049,18449,908700,88351,742230,52762,25357 +1941,41,1795707,900357,113696,750537,17547,18577,895350,84971,728272,57223,24884 +1941,42,1894907,946294,116098,790198,20192,19806,948613,88085,768312,66094,26122 +1941,43,1894014,943669,112562,789455,21789,19863,950345,86332,766617,71603,25793 +1941,44,1867862,932978,108151,781989,23230,19608,934884,82998,750908,76110,24868 +1941,45,1856719,930443,105176,780930,24888,19449,926276,80582,740460,81154,24080 +1941,46,1802466,905855,100264,760586,26187,18818,896611,76719,712399,84767,22726 +1941,47,1806113,909155,99116,762503,28725,18811,896958,75907,706922,91978,22151 +1941,48,1804422,912877,98687,763543,31759,18888,891545,75108,695628,99331,21478 +1941,49,1744756,890503,95971,741726,34329,18477,854253,72035,658385,103771,20062 +1941,50,1649061,847202,91326,702118,36131,17627,801859,67928,609557,106042,18332 +1941,51,1582443,813905,87837,670883,38233,16952,768538,65466,575511,110500,17061 +1941,52,1595354,814320,87876,667919,41581,16944,781034,66739,576191,121271,16833 +1941,53,1569752,796223,85722,650365,43616,16520,773529,66053,562583,128690,16203 +1941,54,1512604,768045,82345,624957,44888,15855,744559,63343,533593,132476,15147 +1941,55,1451688,738476,78852,598515,45962,15147,713212,60417,503307,135399,14089 +1941,56,1361582,693159,73750,559136,46171,14102,668423,56537,463527,135570,12789 +1941,57,1282971,652781,69188,523591,46872,13130,630190,53546,428192,136825,11627 +1941,58,1221357,620199,65431,494151,48328,12289,601158,51683,398903,139936,10636 +1941,59,1169527,592454,62167,468442,50316,11529,577073,50478,372772,144086,9737 +1941,60,1125141,568548,59314,445738,52658,10838,556593,49634,349155,148885,8919 +1941,61,1081434,544837,56528,423233,54911,10165,536597,48680,326184,153582,8151 +1941,62,1035157,519611,53671,399649,56792,9499,515546,47338,302896,157888,7424 +1941,63,989034,494461,50916,376267,58402,8876,494573,45671,280026,162114,6762 +1941,64,944786,470473,48348,353932,59889,8304,474313,43827,258056,166265,6165 +1941,65,902032,447507,45915,332505,61318,7769,454525,41942,236955,170016,5612 +1941,66,860089,425092,43516,311585,62758,7233,434997,40114,216667,173129,5087 +1941,67,818076,402777,41057,290807,64245,6668,415299,38355,197012,175357,4575 +1941,68,773885,379738,38449,269606,65623,6060,394147,36548,177487,176054,4058 +1941,69,724160,354524,35582,247093,66441,5408,369636,34473,157460,174172,3531 +1941,70,668870,327000,32494,223396,66366,4744,341870,32074,137267,169515,3014 +1941,71,613280,299454,29474,200238,65608,4134,313826,29583,118339,163356,2548 +1941,72,560893,273486,26718,178734,64416,3618,287407,27167,101449,156639,2152 +1941,73,511246,248731,24189,158629,62726,3187,262515,24823,86467,149404,1821 +1941,74,463831,224636,21796,139578,60448,2814,239195,22577,73285,141788,1545 +1941,75,417753,200937,19463,121446,57561,2467,216816,20397,61591,133520,1308 +1941,76,372187,177705,17161,104273,54138,2133,194482,18231,51022,124132,1097 +1941,77,328767,155815,14954,88540,50501,1820,172952,16181,41687,114167,917 +1941,78,288708,135747,12897,74491,46828,1531,152961,14322,33682,104191,766 +1941,79,252138,117557,11023,62141,43121,1272,134581,12641,26911,94390,639 +1941,80,219564,101510,9389,51591,39481,1049,118054,11136,21315,85069,534 +1941,81,190433,87262,7962,42567,35874,859,103171,9750,16776,76199,446 +1941,82,164415,74656,6704,34874,32381,697,89759,8436,13182,67770,371 +1941,83,142132,64074,5642,28588,29278,566,78058,7224,10441,60083,310 +1941,84,123925,55742,4801,23712,26766,463,68183,6161,8400,53361,261 +1941,85,103504,46202,3894,18769,23176,363,57302,5041,6580,45467,214 +1941,86,81278,35614,2945,13802,18597,270,45664,3917,4902,36676,169 +1941,87,63132,27163,2224,10034,14707,198,35969,3033,3593,29213,130 +1941,88,48288,20397,1674,7169,11413,141,27891,2337,2567,22890,97 +1941,89,36282,15045,1235,5028,8684,98,21237,1764,1802,17601,70 +1941,90,26718,10874,868,3453,6486,67,15844,1274,1256,13265,49 +1941,91,19245,7686,583,2319,4739,45,11559,885,860,9780,34 +1941,92,13536,5305,382,1524,3370,29,8231,599,579,7030,23 +1941,93,9288,3572,245,975,2333,19,5716,396,387,4918,15 +1941,94,6211,2343,153,606,1572,12,3868,254,255,3349,10 +1941,95,4041,1495,92,373,1023,7,2546,158,161,2221,6 +1941,96,2559,929,54,225,646,4,1630,96,97,1433,4 +1941,97,1573,560,31,130,397,2,1013,57,56,898,2 +1941,98,939,328,17,72,238,1,611,33,32,545,1 +1941,99,543,187,9,37,140,1,356,18,18,319,1 +1941,100,584,191,9,15,166,1,393,20,12,360,1 +1942,0,2731562,1398448,1398448,0,0,0,1333114,1333114,0,0,0 +1942,1,2460275,1257817,1257817,0,0,0,1202458,1202458,0,0,0 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