Primary Outcomes (explanation)
All five of the primary outcomes are constructed, as follows:
Understanding of eligibility criteria: This outcome will be constructed in two versions.
Using the question: “To what extent do you agree with the following statement: I know how GiveDirectly decided which households in my community would receive a cash transfer and which would not. ?” (-1 = Disagree, 0 = Neither agree nor disagree, 1 = Agree)
Using the open ended question “What were the eligibility criteria to receive a cash transfer from GiveDirectly?”, and using either AI or human annotators to rank answers on a scale of 0-1 for consistency with the actual eligibility criteria.
Satisfaction: This outcome will be an index constructed from two variables, normalized to a 0-1 scale and equally weighted:
“To what extent are you satisfied with the process used to identify program beneficiaries?” (0 = unsatisfied, 0.5 = neither satisfied nor unsatisfied, 1 = satisfied)
“If there was a similar program, would you like GiveDirectly to use the same approach to identify program beneficiaries?” (0 = No, 1 = Yes)
Perception of fairness and accuracy of targeting: This outcome will be an index constructed from three variables, normalized to a 0-1 scale and equally weighted:
“In your opinion, was the process to receive a cash transfer fair?” (0 = no, 1 = yes)
“Were any nonpoor households included in the program?” (0 = no, 0.5 = yes, a few, 1 = yes, many)
“Were any poor households excluded from the program?” (0 = no, 0.5 = yes, a few, 1 = yes, many)
Dignity: This outcome will be an index constructed from five variables, normalized to a 0-1 scale and equally weighted. These questions are from the five-item dignity scale proposed by Wein et al. (2022).
“To what extent do you agree with the following statement: GiveDirectly treated me with dignity.” (-1 = disagree, 0 = neither agree nor disagree, 1 = agree)
“To what extent do you agree with the following statement: The representatives from GiveDirectly listened to my requests.” (-1 = disagree, 0 = neither agree nor disagree, 1 = agree)
“To what extent do you agree with the following statement: I felt respected by GiveDirectly.” (-1 = disagree, 0 = neither agree nor disagree, 1 = agree)
“To what extent do you agree with the following statement: I felt valued by GiveDirectly.” (-1 = disagree, 0 = neither agree nor disagree, 1 = agree)
“To what extent do you agree with the following statement: I felt supported by GiveDirectly.” (-1 = disagree, 0 = neither agree nor disagree, 1 = agree)
Social cohesion: This outcome will be an index constructed from six variables, normalized to a 0-1 scale and equally weighted.
“Please tell me the degree to which you agree with the following statement: The introduction of cash transfer created tensions between households in my community who will receive money and households in my community who will not receive money.” (-1 = disagree, 0 = neither agree nor disagree, 1 = agree)
“Please tell me the degree to which you agree with the following statement: The introduction of cash transfer created tensions between my household and households who [will/will not] receive money.” (-1 = disagree, 0 = neither agree nor disagree, 1 = agree)
“Would your household be able to lean on beneficiaries of GiveDirectly's cash transfer program during difficult times?” (0 = no, 1 = yes)
“Would your household be able to lean on non-beneficiaries of GiveDirectly's cash transfer program during difficult times?” (0 = no, 1 = yes)
“Please tell me the degree to which you agree or disagree with the following statement: beneficiaries of GiveDirectly's cash transfer programs are likely to take advantage of you.” (0 = yes, 1 = no)
”Please tell me the degree to which you agree or disagree with the following statement: non-beneficiaries of GiveDirectly's cash transfer programs are likely to take advantage of you.” (0 = yes, 1 = no)