Strategic Behavior, Learning and Technology Adoption

Last registered on November 13, 2023

Pre-Trial

Trial Information

General Information

Title
Strategic Behavior, Learning and Technology Adoption
RCT ID
AEARCTR-0003521
Initial registration date
December 18, 2018

Initial registration date is when the trial was registered.

It corresponds to when the registration was submitted to the Registry to be reviewed for publication.

First published
December 21, 2018, 9:54 PM EST

First published corresponds to when the trial was first made public on the Registry after being reviewed.

Last updated
November 13, 2023, 10:39 AM EST

Last updated is the most recent time when changes to the trial's registration were published.

Locations

Region

Primary Investigator

Affiliation
World Bank

Other Primary Investigator(s)

Additional Trial Information

Status
Completed
Start date
2018-09-24
End date
2019-12-31
Secondary IDs
Prior work
This trial is based on or builds upon one or more prior RCTs.
Abstract
The opportunity to free-ride on other individuals' learning costs can delay technology adoption or lead to sub-optimal adoption rates.
I study learning about a pest-control technology among small-holding farmers in Uganda. In this context, delayed adoption may enable a large scale infestation with sizeable economic effects.
I identify two types of free-riding in my setting, namely free-riding on information and free-riding on action.I attempt at separating the two by exploiting experimental variation induced by information interventions.
External Link(s)

Registration Citation

Citation
Lerva, Benedetta. 2023. "Strategic Behavior, Learning and Technology Adoption." AEA RCT Registry. November 13. https://doi.org/10.1257/rct.3521-3.0
Former Citation
Lerva, Benedetta. 2023. "Strategic Behavior, Learning and Technology Adoption." AEA RCT Registry. November 13. https://www.socialscienceregistry.org/trials/3521/history/201041
Experimental Details

Interventions

Intervention(s)
Intervention (Hidden)
Intervention Start Date
2018-09-24
Intervention End Date
2018-10-31

Primary Outcomes

Primary Outcomes (end points)
Willingness-to-Pay for an agricultural training to be received by the farmer herself or another farmer residing in the same village as the respondent.
Primary Outcomes (explanation)

Secondary Outcomes

Secondary Outcomes (end points)
Secondary Outcomes (explanation)

Experimental Design

Experimental Design
I elicit farmers' willingness-to-pay (WTP) for a training session of 3 hours with an agricultural extension worker, focused on the maize pest Fall Armyworm. The recipient of the training may be the farmer herself or another sampled farmer in her village. Therefore, I elicit as many prices from each farmer as the number of sampled farmers in her village including herself. Prices are elicited through a Becker-DeGroot-Marschak mechanism and range from 0 to 40,000 Ugandan Shilings (UGX) in increments of 2,000. Each farmer is assigned a single random price for the training, and a farmer can purchase the training only if her stated WTP is at least as large as the random price.
Experimental Design Details
The design is within-subject, such that each subject is exposed to two information treatments and one control condition. In the control condition, a farmer is simply asked about her WTP for training if the recipient is another farmer in the village. In the first treatment condition, before a farmer is asked about her WTP for another farmer in the village (not the same farmer as in the control condition), she is informed that she will have the opportunity to meet that person. In the second treatment condition, before a farmer is asked about her WTP for another farmer (not the same farmer as in the control or first treatment condition), she receives information on the distance between her plot and that of the other farmer.
Randomization Method
The randomization is performed through a personal computer running Stata software.
Training prices are preassigned and stratified by the treatment assignment of a previous RCT that the author is conducting on the same sample.
The name of the farmer(s) that the respondent is going to either meet or be informed about plot distance are also selected at random and all equally likely.
Randomization Unit
The randomization unit for both training price assignment and information treatment is the individual.
Was the treatment clustered?
No

Experiment Characteristics

Sample size: planned number of clusters
799 farmers express their willingness-to-pay to train each other sampled farmer in the village. This yields a total of 5498 prices elicited, which is my unit of observation.
Sample size: planned number of observations
799 farmers express their willingness-to-pay to train each other sampled farmer in the village. This yields a total of 5498 prices elicited, which is my unit of observation.
Sample size (or number of clusters) by treatment arms
1345 meeting treatment, 1374 distance information treatment, 2779 control
Minimum detectable effect size for main outcomes (accounting for sample design and clustering)
IRB

Institutional Review Boards (IRBs)

IRB Name
Mildmay Uganda Research Ethics Committee
IRB Approval Date
2018-12-11
IRB Approval Number
0412-2016

Post-Trial

Post Trial Information

Study Withdrawal

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Intervention

Is the intervention completed?
Yes
Intervention Completion Date
November 30, 2018, 12:00 +00:00
Data Collection Complete
Yes
Data Collection Completion Date
December 31, 2019, 12:00 +00:00
Final Sample Size: Number of Clusters (Unit of Randomization)
103 villages, 780 participants
Was attrition correlated with treatment status?
No
Final Sample Size: Total Number of Observations
780 participants
Final Sample Size (or Number of Clusters) by Treatment Arms
780 participants (each participant exposed to each treatment)
Data Publication

Data Publication

Is public data available?
Yes

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Program Files

Program Files
Yes
Reports, Papers & Other Materials

Relevant Paper(s)

Abstract
The Monetary Value of Externalities : Experimental Evidence from Ugandan Farmers
Citation
erva,Benedetta. The Monetary Value of Externalities : Experimental Evidence from Ugandan Farmers (English). Policy Research working paper ; no. WPS 10521 Washington, D.C. : World Bank Group.

Reports & Other Materials