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Jun 12, 2020
Impact Assessment Report:
Tanzania March 2014
Global Learning Series P4P
The Impact of P4P on SACCOs and
Smallholder Farmers in Tanzania
March 2014
Author: Douglas Krieger
Assessing the Impact of P4P in Tanzania i
TABLE OF CONTENTS Executive Summary ........................................................................................................................................................... vi
Introduction ......................................................................................................................................................................... 1
Results Framework ............................................................................................................................................................. 3
FO Capacity .................................................................................................................................................................... 7
Household Marketing .................................................................................................................................................... 9
Household Production ................................................................................................................................................ 10
Household Welfare ...................................................................................................................................................... 10
Data and Methods ............................................................................................................................................................ 11
Data Analysis Methods ................................................................................................................................................ 12
Comparability of P4P and Non-P4P Groups .......................................................................................................... 13
Comparability of SACCOs ..................................................................................................................................... 13
Comparability of Households ................................................................................................................................ 13
P4P in Tanzania ................................................................................................................................................................ 14
WFP Procurement ....................................................................................................................................................... 15
Investments in Infrastructure and Equipment ........................................................................................................ 16
Training .......................................................................................................................................................................... 17
Impact of P4P on SACCO Capacity ............................................................................................................................. 18
Impact of P4P on Organizational Capacity ............................................................................................................. 18
Visual Inspection ..................................................................................................................................................... 19
DiD Estimates of the Impact of P4P on Organizational Capacity ................................................................. 22
Impact of P4P on SACCOs’ Marketing Capacity ................................................................................................... 24
Visual Inspection ..................................................................................................................................................... 24
Impact of P4P on Household Production, Marketing, and Welfare ........................................................................ 29
Impact of P4P on Household Maize Marketing ..................................................................................................... 31
Visual Inspection ..................................................................................................................................................... 31
DiD Estimates of the Impact of P4P on Household Maize Marketing ......................................................... 33
Impact of P4P on Household Maize Production ................................................................................................... 35
Visual Inspection ..................................................................................................................................................... 35
DiD Estimates of the Impact of P4P on Maize Production ............................................................................ 38
Impact of P4P on Household Welfare ..................................................................................................................... 39
Visual Inspection ..................................................................................................................................................... 39
Assessing the Impact of P4P in Tanzania ii
DiD Estimates of the Impact of P4P on Household Welfare ......................................................................... 41
Conclusions ........................................................................................................................................................................ 41
Impact of P4P on SACCO Capacity ......................................................................................................................... 42
Impact of P4P on Household Maize Marketing ..................................................................................................... 45
Impact of P4P on Household Maize Production ................................................................................................... 47
Impacts of P4P on Household Welfare .................................................................................................................... 51
Annexes .............................................................................................................................................................................. 52
Annex A: Comparison of P4P and Non-P4P SACCOs and Households .......................................................... 53
Annex B: P4P Treatment Details .............................................................................................................................. 57
Assessing the Impact of P4P in Tanzania iii
LIST OF TABLES AND FIGURES
Table 1: Household Sample ............................................................................................................................................ 11
Table 2: Procurement Details ......................................................................................................................................... 16
Table 3: Investments in Infrastructure and Equipment ............................................................................................. 17
Table 4: Summary of Training Activities ...................................................................................................................... 17
Table 6: Covariates Used in Analysis of SACCO Impacts ......................................................................................... 18
Table 7: DiD Estimates of the Impact of P4P on SACCOs’ Organizational Capacity ......................................... 23
Table 8: Summary of SACCO Organizational Capacity Results ............................................................................... 24
Table 9: DiD Estimates of the Impact of P4P on SACCOs’ Marketing Capacity ................................................. 28
Table 10: Summary of SACCO Marketing Capacity Results ..................................................................................... 28
Table 11: Covariates in Household Analysis ................................................................................................................ 30
Table 12: Selected Characteristics of P4P Operational Regions ............................................................................... 31
Table 13: DiD Estimates of the Impact of P4P on Household Maize Marketing ................................................. 34
Table 14: Summary of Household Marketing Results ................................................................................................ 34
Table 15: DiD Estimates of the Impact of P4P on Maize Production Facilitators ............................................... 38
Table 16: DiD Estimates of the Impact of P4P on Household Maize Production ............................................... 39
Table 17: DiD Estimates of the Impact of P4P on Household Maize Marketing ................................................. 41
Table 18: Baseline Differences Between P4P and Non-P4P SACCOs ................................................................... 53
Table 18: Baseline Differences Between P4P and Non-P4P Households ...........