Production and Business Services Activity Interim Impact Evaluation 2009-2012
Edited, anonymous dataset for public distribution.
The Productive Development Project (PDP) was one of three large-scale projects financed under the 2006 compact between the Millennium Challenge Corporation (MCC) and the Government of El Salvador. The main objective of the PDP was to assist in the development of profitable and sustainable business ventures for poor individuals in El Salvador's Northern Zone. Between 2008 and 2012, the PDP used nearly $72 million in allocated funds to serve over 13,500 participants and create more than 11,000 full-time equivalent jobs. The PDP comprised three activities: Production and Business Services (PBS), Investment Support, and Financial Services. The PBS Activity -- the subject of this impact evaluation and the largest of the three activities -- provided technical and material assistance to farmers and small-scale producers to support the Northern Zone's dairy, fruit, horticulture, handicrafts, tourism, forestry, and coffee sectors.
The design for the impact evaluation of the PBS Activity is a randomized rollout design, in which some producers were offered PBS assistance several months before other producers were offered similar assistance. The goal of this design is to attain the highest level of rigor possible without significantly altering existing implementation plans. The evaluation is limited to three value chains: (1) handicrafts, (2) dairy, and (3) horticulture. Among all value chains in the PBS, these three chains were most amenable to random assignment, and were expected to yield impacts in the one-year interim timeline specified for the evaluation.
Treatment groups were offered PBS assistance in the first implementation phase (beginning in late 2009 for handicrafts and mid-2010 in the case of the dairy and horticulture chains) and control groups in the dairy and horticulture chains were offered PBS assistance roughly one year after the treatment group. As over 15,000 individuals had participated in the PBS Activity by August 2012, this evaluation sample of 1,736 individuals (518, 593, and 625 in the dairy, horticulture, and handicrafts chains, respectively) includes only 11 percent of the individuals served under the activity.
Kind of Data
Sample survey data
Units of Analysis
Producer level and household level data were collected. The evaluation measured the impact of PBS assistance on employment creation and producers' investment and income, on household income, and intermediate outcomes, such as production levels, business practice adoption, technology adoption, and product diversification.
Income was tracked at the producer and household levels because income at the producer level provides the most direct measure of the economic impact of PBS assistance, whereas income at the household level provides a measure of the ultimate effect of assistance on the well-being of producers' households.
The PBS Activity targeted poor farmers, organizations, and micro-, small, and medium enterprises that benefit poor inhabitants of the Northern Zone. Therefore, the sample covered only geographic regions in El Salvador's Northern Zone, including Cabanas, Chalatenango, Custcatlan, Morazan, San Miguel, Santa Ana, and La Union.
The survey covered producers in the handricraft, horticulture, and dairy value chains in the Northern Zone. On average, producers in the handicraft, horticulture, and dairy chain were 40, 45, and 50 years old, respectively.