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For a given test market find the best control markets using time series matching and analyze the impact of an intervention. The intervention could be a marketing event or some other local business tactic that is being tested. The workflow implemented in the Market Matching package utilizes dynamic time warping (the 'dtw' package) to do the matching and the 'CausalImpact' package to analyze the causal impact. In fact, this package can be considered a "workflow wrapper" for those two packages. In addition, if you don't have a chosen set of test markets to match, the Market Matching package can provide suggested test/control market pairs and pseudo prospective power analysis (measuring causal impact at fake interventions).
Version: | 1.2.1 |
Depends: | R (≥ 4.3.0) |
Imports: | ggplot2, dplyr, utils, iterators, doParallel, parallel, foreach, reshape2, CausalImpact, tidyr, zoo, bsts, scales, Boom, utf8, dtw |
Suggests: | knitr, rmarkdown |
Published: | 2024-01-31 |
DOI: | 10.32614/CRAN.package.MarketMatching |
Author: | Larsen Kim [aut, cre] |
Maintainer: | Larsen Kim <kblarsen4 at gmail.com> |
License: | GPL (≥ 3) |
NeedsCompilation: | no |
Materials: | README |
CRAN checks: | MarketMatching results |
Reference manual: | MarketMatching.pdf |
Vignettes: |
MarketMatching Vignette |
Package source: | MarketMatching_1.2.1.tar.gz |
Windows binaries: | r-devel: MarketMatching_1.2.1.zip, r-release: MarketMatching_1.2.1.zip, r-oldrel: MarketMatching_1.2.1.zip |
macOS binaries: | r-release (arm64): MarketMatching_1.2.1.tgz, r-oldrel (arm64): MarketMatching_1.2.1.tgz, r-release (x86_64): MarketMatching_1.2.1.tgz, r-oldrel (x86_64): MarketMatching_1.2.1.tgz |
Old sources: | MarketMatching archive |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.