From c3f1dd31059bfb84e5535a87d5a2ca789ccdcb2c Mon Sep 17 00:00:00 2001 From: KahnSvaer Date: Tue, 3 Mar 2026 18:11:51 +0530 Subject: [PATCH 1/6] Add Lalonde Dataset --- README.md | 1 + lalonde/README.md | 77 + lalonde/cps2_controls.txt | 2369 +++++ lalonde/cps3_controls.txt | 429 + lalonde/cps_controls.txt | 15992 ++++++++++++++++++++++++++++++++++ lalonde/nswre74_control.txt | 260 + lalonde/nswre74_treated.txt | 185 + lalonde/psid2_controls.txt | 253 + lalonde/psid3_controls.txt | 128 + lalonde/psid_controls.txt | 2490 ++++++ 10 files changed, 22184 insertions(+) create mode 100644 lalonde/README.md create mode 100644 lalonde/cps2_controls.txt create mode 100644 lalonde/cps3_controls.txt create mode 100644 lalonde/cps_controls.txt create mode 100644 lalonde/nswre74_control.txt create mode 100644 lalonde/nswre74_treated.txt create mode 100644 lalonde/psid2_controls.txt create mode 100644 lalonde/psid3_controls.txt create mode 100644 lalonde/psid_controls.txt diff --git a/README.md b/README.md index 68e8d95..0538691 100644 --- a/README.md +++ b/README.md @@ -5,3 +5,4 @@ The licences are included in the respective dataset folders as well. 1. [example-causal-datasets](https://github.com/cmu-phil/example-causal-datasets): CC0 1.0 Universal. Last synced on 2026-02-05. 2. [Tuebingen-pair-wise-dataset](https://webdav.tuebingen.mpg.de/cause-effect/): Last downloaded on 2026-03-02. +3. [Lalonde-jobs-dataset](https://users.nber.org/~rdehejia/nswdata2.html): Last downloaded on 2026-03-03 \ No newline at end of file diff --git a/lalonde/README.md b/lalonde/README.md new file mode 100644 index 0000000..112fc94 --- /dev/null +++ b/lalonde/README.md @@ -0,0 +1,77 @@ +# Lalonde Job Training Dataset + +## Overview + +This dataset originates from a randomized job-training experiment designed to estimate the causal effect of a workforce development program on participants' future earnings. + +A group of disadvantaged workers applied for the training program. Among eligible applicants: + +- Some were randomly assigned to receive training (treated group) +- Others were randomly assigned not to receive training (control group) + +Because assignment was randomized, the treated and control groups are highly comparable. Their covariate distributions strongly overlap, allowing for credible causal inference. + +The experimental comparison provides a ground-truth estimate of the treatment effect on earnings. + +## Observational Comparison Groups + +In addition to the experimental data, the dataset includes two non-experimental comparison groups: + +- CPS (Current Population Survey) +- PSID (Panel Study of Income Dynamics) + +These datasets are drawn from general population surveys and are not part of the original randomized experiment. + +They are used to replace the experimental control group in order to simulate an observational setting, where: + +- The treated group comes from the experimental sample +- The control group comes from a different population + +This setup introduces: + +- Covariate imbalance +- Potential selection bias +- Reduced overlap + +These observational variants are commonly used to evaluate the robustness of causal inference methods. + +## Structure of the dataset + +Each row represents an individual applicant from the job-training program. + +| Variable (Left to Right)| Description | Type | +|--------------|--------------------------------------------------|------------| +| training | Training indicator (1 = train, 0 = control) | Categorical | +| age | Age in years | Discrete | +| education | Years of education | Discrete | +| black | 1 if Black, 0 otherwise | Categorical | +| hispanic | 1 if Hispanic, 0 otherwise | Categorical | +| married | 1 if married, 0 otherwise | Categorical | +| no_degree | 1 if no high school degree, 0 otherwise | Categorical | +| re74 | Earnings in 1974 | Continuous | +| re75 | Earnings in 1975 | Continuous | +| re78 | Earnings in 1978 (primary outcome) | Continuous | + + +## Dataset Files + +| Dataset Name | File Name | Description | Number of Samples | +|---------------------------|--------------------------|--------------------------------------------------|-------------------| +| lalonde/treated | [nswre74_treated.txt](nswre74_treated.txt) | Randomized treated group (Dehejia-Wahha Sample) | 185 | +| lalonde/control | [nswre74_control.txt](nswre74_control.txt) | Randomized control group (Dehejia-Wahha Sample) | 260 | +| lalonde/cps | [cps_controls.txt](cps_controls.txt) | Non-experimental CPS comparison group | 15,992 | +| lalonde/cps2 | [cps2_controls.txt](cps2_controls.txt) | Non-experimental CPS comparison group | 2,369 | +| lalonde/cps3 | [cps3_controls.txt](cps3_controls.txt) | Non-experimental CPS comparison group | 429 | +| lalonde/psid | [psid_controls.txt](psid_controls.txt) | Non-experimental PSID comparison group | 2,490 | +| lalonde/psid2 | [psid2_controls.txt](psid2_controls.txt) | Non-experimental PSID comparison group | 253 | +| lalonde/psid3 | [psid3_controls.txt](psid3_controls.txt) | Non-experimental PSID comparison group | 128 | + +## References + +1. [National Supported Work (NSW) Data – NBER](https://users.nber.org/~rdehejia/nswdata2.html) + +2. Rajeev Dehejia and Sadek Wahba, "Causal Effects in Non-Experimental Studies: Reevaluating the Evaluation of Training Programs," Journal of the American Statistical Association, Vol. 94, No. 448 (December 1999), pp. 1053-1062. + +3. Rajeev Dehejia and Sadek Wahba, "Propensity Score Matching Methods for Non-Experimental Causal Studies," Review of Economics and Statistics, Vol. 84, (February 2002), pp. 151-161. + +4. Robert Lalonde, "Evaluating the Econometric Evaluations of Training Programs," American Economic Review, Vol. 76 (1986), pp. 604-620. \ No newline at end of file diff --git a/lalonde/cps2_controls.txt b/lalonde/cps2_controls.txt new file mode 100644 index 0000000..c92d153 --- /dev/null +++ b/lalonde/cps2_controls.txt @@ -0,0 +1,2369 @@ + 0.0000000e+000 3.3000000e+001 1.2000000e+001 0.0000000e+000 0.0000000e+000 0.0000000e+000 0.0000000e+000 2.5862320e+004 2.5243550e+004 2.5564670e+004 + 0.0000000e+000 2.9000000e+001 5.0000000e+000 0.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 2.5862320e+004 2.5243550e+004 2.5564670e+004 + 0.0000000e+000 4.1000000e+001 1.2000000e+001 0.0000000e+000 0.0000000e+000 1.0000000e+000 0.0000000e+000 2.5862320e+004 2.5243550e+004 2.5564670e+004 + 0.0000000e+000 3.9000000e+001 8.0000000e+000 1.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 2.5862320e+004 2.5243550e+004 2.5564670e+004 + 0.0000000e+000 4.6000000e+001 1.2000000e+001 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5.0000000e+001 1.1000000e+001 0.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 3.6677475e+004 4.6548387e+004 4.7287250e+004 + 0.0000000e+000 4.1000000e+001 8.0000000e+000 1.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 3.6691189e+004 3.2888226e+004 4.2262980e+004 + 0.0000000e+000 4.9000000e+001 8.0000000e+000 0.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 3.7226069e+004 1.4322581e+004 2.3643625e+004 + 0.0000000e+000 4.8000000e+001 8.0000000e+000 1.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 3.7226069e+004 2.6854839e+004 3.0569730e+004 + 0.0000000e+000 4.8000000e+001 8.0000000e+000 1.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 3.7226069e+004 2.6854839e+004 3.0569730e+004 + 0.0000000e+000 4.8000000e+001 6.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 1.0000000e+000 3.8670049e+004 4.2967742e+004 3.6943164e+004 + 0.0000000e+000 4.8000000e+001 6.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 1.0000000e+000 3.8670049e+004 4.2967742e+004 3.6943164e+004 + 0.0000000e+000 4.6000000e+001 1.1000000e+001 0.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 3.9185336e+004 3.9387097e+004 3.5465438e+004 + 0.0000000e+000 2.9000000e+001 1.0000000e+001 0.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 4.1144603e+004 8.9516129e+003 3.1032258e+004 + 0.0000000e+000 5.5000000e+001 8.0000000e+000 0.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 4.3025499e+004 3.7972742e+004 5.1580046e+004 + 0.0000000e+000 3.2000000e+001 1.0000000e+001 0.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 4.3103870e+004 3.9387097e+004 3.6943164e+004 + 0.0000000e+000 4.7000000e+001 8.0000000e+000 0.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 4.4667365e+004 3.3837097e+004 3.8568664e+004 + 0.0000000e+000 3.2000000e+001 8.0000000e+000 0.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 4.7022403e+004 6.7137097e+004 5.9109063e+004 + 0.0000000e+000 4.7000000e+001 1.0000000e+001 0.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 4.8197963e+004 4.7968113e+004 5.5710292e+004 + 0.0000000e+000 5.4000000e+001 0.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 1.0000000e+000 4.9228538e+004 4.4220968e+004 2.0540399e+004 + 0.0000000e+000 4.0000000e+001 8.0000000e+000 0.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 5.0940937e+004 5.5500000e+004 5.3198157e+004 From 542327cc2f7758358d1fab87c3891efb98b828c1 Mon Sep 17 00:00:00 2001 From: KahnSvaer Date: Tue, 3 Mar 2026 23:07:34 +0530 Subject: [PATCH 2/6] chore: Add data formatting to dataset --- lalonde/README.md | 4 +- lalonde/cps2_controls.txt | 4739 ++--- lalonde/cps3_controls.txt | 859 +- lalonde/cps_controls.txt | 31985 +++++++++++++++++----------------- lalonde/nswre74_control.txt | 521 +- lalonde/nswre74_treated.txt | 371 +- lalonde/psid2_controls.txt | 507 +- lalonde/psid3_controls.txt | 257 +- lalonde/psid_controls.txt | 4981 +++--- 9 files changed, 22117 insertions(+), 22107 deletions(-) diff --git a/lalonde/README.md b/lalonde/README.md index 112fc94..a6a6869 100644 --- a/lalonde/README.md +++ b/lalonde/README.md @@ -41,7 +41,7 @@ Each row represents an individual applicant from the job-training program. | Variable (Left to Right)| Description | Type | |--------------|--------------------------------------------------|------------| -| training | Training indicator (1 = train, 0 = control) | Categorical | +| training | Training indicator (1 = training, 0 = control) | Categorical | | age | Age in years | Discrete | | education | Years of education | Discrete | | black | 1 if Black, 0 otherwise | Categorical | @@ -66,6 +66,8 @@ Each row represents an individual applicant from the job-training program. | lalonde/psid2 | [psid2_controls.txt](psid2_controls.txt) | Non-experimental PSID comparison group | 253 | | lalonde/psid3 | [psid3_controls.txt](psid3_controls.txt) | Non-experimental PSID comparison group | 128 | +NOTE: Only changes from the file done is to standardization based on data format in this repo. + ## References 1. [National Supported Work (NSW) Data – NBER](https://users.nber.org/~rdehejia/nswdata2.html) diff --git a/lalonde/cps2_controls.txt b/lalonde/cps2_controls.txt index c92d153..dbd812b 100644 --- a/lalonde/cps2_controls.txt +++ b/lalonde/cps2_controls.txt @@ -1,2369 +1,2370 @@ - 0.0000000e+000 3.3000000e+001 1.2000000e+001 0.0000000e+000 0.0000000e+000 0.0000000e+000 0.0000000e+000 2.5862320e+004 2.5243550e+004 2.5564670e+004 - 0.0000000e+000 2.9000000e+001 5.0000000e+000 0.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 2.5862320e+004 2.5243550e+004 2.5564670e+004 - 0.0000000e+000 4.1000000e+001 1.2000000e+001 0.0000000e+000 0.0000000e+000 1.0000000e+000 0.0000000e+000 2.5862320e+004 2.5243550e+004 2.5564670e+004 - 0.0000000e+000 3.9000000e+001 8.0000000e+000 1.0000000e+000 0.0000000e+000 1.0000000e+000 1.0000000e+000 2.5862320e+004 2.5243550e+004 2.5564670e+004 - 0.0000000e+000 4.6000000e+001 1.2000000e+001 1.0000000e+000 0.0000000e+000 0.0000000e+000 0.0000000e+000 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Should any part of the License for any +reason be judged legally invalid or ineffective under applicable law, such +partial invalidity or ineffectiveness shall not invalidate the remainder +of the License, and in such case Affirmer hereby affirms that he or she +will not (i) exercise any of his or her remaining Copyright and Related +Rights in the Work or (ii) assert any associated claims and causes of +action with respect to the Work, in either case contrary to Affirmer's +express Statement of Purpose. + +4. Limitations and Disclaimers. + + a. No trademark or patent rights held by Affirmer are waived, abandoned, + surrendered, licensed or otherwise affected by this document. + b. Affirmer offers the Work as-is and makes no representations or + warranties of any kind concerning the Work, express, implied, + statutory or otherwise, including without limitation warranties of + title, merchantability, fitness for a particular purpose, non + infringement, or the absence of latent or other defects, accuracy, or + the present or absence of errors, whether or not discoverable, all to + the greatest extent permissible under applicable law. + c. Affirmer disclaims responsibility for clearing rights of other persons + that may apply to the Work or any use thereof, including without + limitation any person's Copyright and Related Rights in the Work. + Further, Affirmer disclaims responsibility for obtaining any necessary + consents, permissions or other rights required for any use of the + Work. + d. Affirmer understands and acknowledges that Creative Commons is not a + party to this document and has no duty or obligation with respect to + this CC0 or use of the Work. From 911e6575f0c31122a5f4f5f982ec27eda1e0e366 Mon Sep 17 00:00:00 2001 From: KahnSvaer Date: Wed, 4 Mar 2026 19:57:20 +0530 Subject: [PATCH 4/6] refactor: data files moved to data folder --- lalonde/README.md | 16 ++++++++-------- lalonde/{ => data}/cps2_controls.txt | 0 lalonde/{ => data}/cps3_controls.txt | 0 lalonde/{ => data}/cps_controls.txt | 0 lalonde/{ => data}/nswre74_control.txt | 0 lalonde/{ => data}/nswre74_treated.txt | 0 lalonde/{ => data}/psid2_controls.txt | 0 lalonde/{ => data}/psid3_controls.txt | 0 lalonde/{ => data}/psid_controls.txt | 0 9 files changed, 8 insertions(+), 8 deletions(-) rename lalonde/{ => data}/cps2_controls.txt (100%) rename lalonde/{ => data}/cps3_controls.txt (100%) rename lalonde/{ => data}/cps_controls.txt (100%) rename lalonde/{ => data}/nswre74_control.txt (100%) rename lalonde/{ => data}/nswre74_treated.txt (100%) rename lalonde/{ => data}/psid2_controls.txt (100%) rename lalonde/{ => data}/psid3_controls.txt (100%) rename lalonde/{ => data}/psid_controls.txt (100%) diff --git a/lalonde/README.md b/lalonde/README.md index a6a6869..bf80b96 100644 --- a/lalonde/README.md +++ b/lalonde/README.md @@ -57,14 +57,14 @@ Each row represents an individual applicant from the job-training program. | Dataset Name | File Name | Description | Number of Samples | |---------------------------|--------------------------|--------------------------------------------------|-------------------| -| lalonde/treated | [nswre74_treated.txt](nswre74_treated.txt) | Randomized treated group (Dehejia-Wahha Sample) | 185 | -| lalonde/control | [nswre74_control.txt](nswre74_control.txt) | Randomized control group (Dehejia-Wahha Sample) | 260 | -| lalonde/cps | [cps_controls.txt](cps_controls.txt) | Non-experimental CPS comparison group | 15,992 | -| lalonde/cps2 | [cps2_controls.txt](cps2_controls.txt) | Non-experimental CPS comparison group | 2,369 | -| lalonde/cps3 | [cps3_controls.txt](cps3_controls.txt) | Non-experimental CPS comparison group | 429 | -| lalonde/psid | [psid_controls.txt](psid_controls.txt) | Non-experimental PSID comparison group | 2,490 | -| lalonde/psid2 | [psid2_controls.txt](psid2_controls.txt) | Non-experimental PSID comparison group | 253 | -| lalonde/psid3 | [psid3_controls.txt](psid3_controls.txt) | Non-experimental PSID comparison group | 128 | +| lalonde/treated | [nswre74_treated.txt](data/nswre74_treated.txt) | Randomized treated group (Dehejia-Wahha Sample) | 185 | +| lalonde/control | [nswre74_control.txt](data/nswre74_control.txt) | Randomized control group (Dehejia-Wahha Sample) | 260 | +| lalonde/cps | [cps_controls.txt](data/cps_controls.txt) | Non-experimental CPS comparison group | 15,992 | +| lalonde/cps2 | [cps2_controls.txt](data/cps2_controls.txt) | Non-experimental CPS comparison group | 2,369 | +| lalonde/cps3 | [cps3_controls.txt](data/cps3_controls.txt) | Non-experimental CPS comparison group | 429 | +| lalonde/psid | [psid_controls.txt](data/psid_controls.txt) | Non-experimental PSID comparison group | 2,490 | +| lalonde/psid2 | [psid2_controls.txt](data/psid2_controls.txt) | Non-experimental PSID comparison group | 253 | +| lalonde/psid3 | [psid3_controls.txt](data/psid3_controls.txt) | Non-experimental PSID comparison group | 128 | NOTE: Only changes from the file done is to standardization based on data format in this repo. diff --git a/lalonde/cps2_controls.txt b/lalonde/data/cps2_controls.txt similarity index 100% rename from lalonde/cps2_controls.txt rename to lalonde/data/cps2_controls.txt diff --git a/lalonde/cps3_controls.txt b/lalonde/data/cps3_controls.txt similarity index 100% rename from lalonde/cps3_controls.txt rename to lalonde/data/cps3_controls.txt diff --git a/lalonde/cps_controls.txt b/lalonde/data/cps_controls.txt similarity index 100% rename from lalonde/cps_controls.txt rename to lalonde/data/cps_controls.txt diff --git a/lalonde/nswre74_control.txt b/lalonde/data/nswre74_control.txt similarity index 100% rename from lalonde/nswre74_control.txt rename to lalonde/data/nswre74_control.txt diff --git a/lalonde/nswre74_treated.txt b/lalonde/data/nswre74_treated.txt similarity index 100% rename from lalonde/nswre74_treated.txt rename to lalonde/data/nswre74_treated.txt diff --git a/lalonde/psid2_controls.txt b/lalonde/data/psid2_controls.txt similarity index 100% rename from lalonde/psid2_controls.txt rename to lalonde/data/psid2_controls.txt diff --git a/lalonde/psid3_controls.txt b/lalonde/data/psid3_controls.txt similarity index 100% rename from lalonde/psid3_controls.txt rename to lalonde/data/psid3_controls.txt diff --git a/lalonde/psid_controls.txt b/lalonde/data/psid_controls.txt similarity index 100% rename from lalonde/psid_controls.txt rename to lalonde/data/psid_controls.txt From 75cc90ad41e87ac7ef1d91083596888b6b864185 Mon Sep 17 00:00:00 2001 From: KahnSvaer Date: Thu, 5 Mar 2026 02:38:00 +0530 Subject: [PATCH 5/6] chore: updated to correct LICENSE file (CC-BY-NC 2.0) --- lalonde/LICENSE | 202 +++++++++++++++++++--------------------------- lalonde/README.md | 11 ++- 2 files changed, 91 insertions(+), 122 deletions(-) diff --git a/lalonde/LICENSE b/lalonde/LICENSE index 0e259d4..ed64253 100644 --- a/lalonde/LICENSE +++ b/lalonde/LICENSE @@ -1,121 +1,81 @@ -Creative Commons Legal Code - -CC0 1.0 Universal - - CREATIVE COMMONS CORPORATION IS NOT A LAW FIRM AND DOES NOT PROVIDE - LEGAL SERVICES. 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This License may not be modified without the mutual written agreement of the Licensor and You. + +Creative Commons is not a party to this License, and makes no warranty whatsoever in connection with the Work. Creative Commons will not be liable to You or any party on any legal theory for any damages whatsoever, including without limitation any general, special, incidental or consequential damages arising in connection to this license. Notwithstanding the foregoing two (2) sentences, if Creative Commons has expressly identified itself as the Licensor hereunder, it shall have all rights and obligations of Licensor. + +Except for the limited purpose of indicating to the public that the Work is licensed under the CCPL, neither party will use the trademark "Creative Commons" or any related trademark or logo of Creative Commons without the prior written consent of Creative Commons. Any permitted use will be in compliance with Creative Commons' then-current trademark usage guidelines, as may be published on its website or otherwise made available upon request from time to time. + +Creative Commons may be contacted at http://creativecommons.org/. \ No newline at end of file diff --git a/lalonde/README.md b/lalonde/README.md index bf80b96..cc60bfb 100644 --- a/lalonde/README.md +++ b/lalonde/README.md @@ -76,4 +76,13 @@ NOTE: Only changes from the file done is to standardization based on data format 3. Rajeev Dehejia and Sadek Wahba, "Propensity Score Matching Methods for Non-Experimental Causal Studies," Review of Economics and Statistics, Vol. 84, (February 2002), pp. 151-161. -4. Robert Lalonde, "Evaluating the Econometric Evaluations of Training Programs," American Economic Review, Vol. 76 (1986), pp. 604-620. \ No newline at end of file +4. Robert Lalonde, "Evaluating the Econometric Evaluations of Training Programs," American Economic Review, Vol. 76 (1986), pp. 604-620. + +## License + +This dataset is distributed under the Creative Commons +Attribution-NonCommercial 2.0 Generic (CC BY-NC 2.0) license. +It is redistributed in this repository strictly for research and +benchmarking purposes. + +See the [LICENSE](LICENSE) file for the full license text. From f81f26449fb78872d469d10fddc052d4b11f981a Mon Sep 17 00:00:00 2001 From: KahnSvaer Date: Thu, 5 Mar 2026 02:46:12 +0530 Subject: [PATCH 6/6] chore: small changes README --- lalonde/README.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/lalonde/README.md b/lalonde/README.md index cc60bfb..ec48f04 100644 --- a/lalonde/README.md +++ b/lalonde/README.md @@ -83,6 +83,8 @@ NOTE: Only changes from the file done is to standardization based on data format This dataset is distributed under the Creative Commons Attribution-NonCommercial 2.0 Generic (CC BY-NC 2.0) license. It is redistributed in this repository strictly for research and -benchmarking purposes. +benchmarking purposes. The only modifications made +to the file are formatting changes. + See the [LICENSE](LICENSE) file for the full license text.