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XTBALFRONT: Stata module to trade-off frontier diagnostics and balanced-subsample selection for unbalanced panel data

Author

Listed:
  • Noman Arshed

    (Sunway Business School, Sunway University)

Programming Language

Abstract

xtbalfront examines an unbalanced panel and characterises the trade-off between balanced length (number of years) and balanced breadth (number of cross-sections) implied by the pattern of missing data on a user-supplied variable list. By default it produces a panel-structure summary (xtset + xtdescribe), both a "best-window" trade-off curve (best obtainable balanced sample at each length) and a "recency-anchored" curve (sample held to end at the most recent period), together with a presence/absence heatmap, a histogram of per-cross-section data availability, an internal-gap diagnostic, and the L*N peak (the largest balanced sample). When the analyst supplies years() or crosssections(), the command additionally produces a Welch t-test comparison of the proposed subsample against the discarded cross-sections, an overlaid pre/post histogram for each variable showing the distributional shift with the percentage change in the mean in the note, lists the selected cross-sections, and either creates an indicator variable (generate()) or restricts the dataset (keep). A dryrun option lets the analyst review the diagnostics before committing. The command emphasises analyst flexibility - any window length, any anchor, any subset target - and a quantitative read on how the chosen subsample differs distributionally from the original unbalanced data.

Suggested Citation

  • Noman Arshed, 2026. "XTBALFRONT: Stata module to trade-off frontier diagnostics and balanced-subsample selection for unbalanced panel data," Statistical Software Components S459699, Boston College Department of Economics.
  • Handle: RePEc:boc:bocode:s459699
    Note: This module should be installed from within Stata by typing "ssc install xtbalfront". The module is made available under terms of the MIT license (https://opensource.org/licenses/MIT).
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    File URL: http://fmwww.bc.edu/repec/bocode/x/xtbalfront.ado
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    File URL: http://fmwww.bc.edu/repec/bocode/x/xtbalfront.sthlp
    File Function: help file
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