As with most agricultural inputs, the optimal use of fertilizer leverages the production complementarities between different types of nutrients. Wide variation in the intensity of nutrient application rates suggests there are potentially large productivity gains to be had from rebalancing fertilizer use across nutrient types even under a fixed expenditure budget. Using detailed information on a large sample of rice fields across three states of eastern India, this paper investigates if a more balanced use of fertilizer—measured as the ratio of Potash to Nitrogen applied to a field—can lead to higher yields and revenues. To address the endogeneity of fertilizer application decisions, we exploit the fact that nitrogen-based fertilizers demanded by Indian farmers are mostly produced domestically in a limited number of manufacturing plants, while all potash-based fertilizers must be imported by ship from abroad. Instrumenting for the ratio of K-to-N fertilizer applied on a field with the relative travel distances between farmer’s villages and both the nearest urea production plant and the nearest international port, we estimate the impact of more balanced fertilizer use on yields and revenues. We estimate that, at median levels of fertilizer use, and keeping the level of expenditure in fertilizers constant, rebalancing fertilizer application choices such that the K-to-N ratio of fertilizer is doubled would lead to a 4.8% increase in yield.
Paper exhibits were reproduced in a computer with the following specifications:
• OS: Windows 11 Enterprise, version 21H2
• Processor: Intel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz, 16 Core(s)
• Memory available: 15.7 GB
• Software version: Stata 18, R 4.3, Python 3.11
~1 hour runtime
To successfully reproduce the analysis, please follow these steps:
Download the package and execute the scripts in the order indicated by their numbering and as specified in master dofile.
In the master dofile, run the following:
_1_import_surveys.do_2_build_nue_survey_onlyindia_cln.doInstall the Python environment using the requirements.txt file, and run:
_3_import_shrug_village_boundaries.py_4_assign_villagenames_to_plotcoords.pyRun _5_build_nue_survey_onlyindia_villcoords.do
(starting at line 64 of master dofile).
Open FertBalance_replic.Rproj and run:
_6_compute_road_dist_nue_vill.rRun lines 80–107 of master dofile, which will execute:
_7_build_distance_ratio_nue_vill_iv.do_8_build_nue_estsample_allvars.do_9_import_ccs_surveys_tehsils.do_10_build_ccs_tehsil_coords.doOpen FertBalance_replic.Rproj and run:
_11_compute_road_dist_ccs_vill.rRun lines 123–163 of master to execute:
_12_build_road_distance_ratio_ccs_vill_iv.do_13_build_ccs_estsample_allvars.do_14_import_ccs_allstates_2006_20_plot_lvl.do_15_build_ccs_allstates_2006_22_plot_hh_lvl.do_16_build_crop_n_rates_touse.do_17_import_national_npk_prod_cons_1950_2022.doOpen FertBalance_replic.Rproj and run:
figure_1.RRun lines 181 to the end of master dofile.
All outputs will be generated in the out folder.
All data sources are publicly available and included in the reproducibility package.
| Author | Affiliation | |
|---|---|---|
| Klaus Deininger | World Bank | kdeininger@worldbank.org |
| Julian Arteaga | World Bank | jgarteagav@gmail.com |
2025-04-25
| Location | Code |
|---|---|
| India | IND |
The materials in the reproducibility packages are distributed as they were prepared by the staff of the International Bank for Reconstruction and Development/The World Bank. The findings, interpretations, and conclusions expressed in this event do not necessarily reflect the views of the World Bank, the Executive Directors of the World Bank, or the governments they represent. The World Bank does not guarantee the accuracy of the materials included in the reproducibility package.
| Name | URI |
|---|---|
| Modified BSD3 | https://opensource.org/license/bsd-3-clause/ |
| Name | Affiliation | |
|---|---|---|
| Julian Arteaga | World Bank | jgarteagav@gmail.com |
| Reproducibility WBG | World Bank | reproducibility@worldbank.org |
| Name | Abbreviation | Affiliation | Role |
|---|---|---|---|
| Reproducibility WBG | DIME | World Bank - Development Impact Department | Verification and preparation of metadata |
2025-03-18
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