Data for Tax-Calculator#
Records object is created by passing a Pandas DataFrame or a string that provides the path to a CSV file with data you’d like to use in Tax-Calculator.
To make Tax-Calculator more useful out of the box, it ships with two data options for users, both of which are created by the TaxData project. We refer users to that project for more specific documentation of these data, but we provide a brief overview of the two data options provided by TaxData that come with a Tax-Calculator installation.
Current Population Survey Data#
Records.cps_constructor() method to create a
Records class object, Tax-Calculator users will be loading the
taxdata Current Population Survey (CPS) data file. This file is based on publicly available survey data, which is then weighted via
taxdata to hit IRS/SOI targets. The data are then grown out to hit aggregate forecasts through the time horizon available in Tax-Calculator (approximately the next 10 years).
Tax-Calculator provides unit tests to ensure that certain totals are hit with the CPS-based file. However, users should note that these tests are simply to ensure the accuracy of Tax-Calculator’s tax logic and not the accuracy of the CPS-based data file produced by
taxdata. Please see the TaxData documentation for any validation of those data.
The IRS Public Use File#
taxdata package also produces a weights file and growth factors file for use with the IRS-SOI Public Use File (PUF). A given
taxdata version typically produces these files for a specific vintage of the PUF. As of
taxdata v 0.3.1, the 2012 PUF is used.
For users who have purchased their own version of the PUF, the
growfactors.csv files that are included in Tax-Calculator can be used to create a PUF-based dataset suitable for use in Tax-Calculator.
We refer users of the PUF to the IRS limitations on the use of those data and their distribution. We also refer users of the PUF weights file and grow factors to the TaxData documentation for details on how to use these files with the PUF and to see how well the resulting tax calculations hit aggregate targets published by the IRS. However, we do note that analysis with a PUF-based data file tends to be the most accurate and validation of Tax-Calculator with other microsimulation models often uses a PUF-based data file.
Using other data in Tax-Calculator#
Using other data sources in Tax-Calculator is possible. Users can pass any csv file to the
Records class and, so long as it has the appropriate input variables, one may be able to obtain results. Using Tax-Calculator with custom data takes care and significant understanding of the model and data. Those interested in using their own data in Tax-Calculator might also look to the Tax-Cruncher project, which is built as an interface between Tax-Calculator and custom datasets.