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Increasing Access to Training, Capital and Networks Two Planned Field Experiments with Small Firms in Uganda Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, Uganda Sarojini Hirshleifer, University of California, Riverside University of California, Davis Benjamin Ka Increasing Access to Training, Capital and Networks 1 / 18

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Page 1: Increasing Access to Training, Capital and Networkspubdocs.worldbank.org › en › 932001499806680832 › Compel... · Increasing Access to Training, Capital and Networks - Two Planned

Increasing Access to Training, Capital andNetworks

Two Planned Field Experiments with Small Firms inUganda

Sarojini Hirshleifer, University of California, RiversideArman Rezaee, University of California, Davis

Benjamin Kachero, Office of the Prime Minister, Uganda

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 1 / 18

Page 2: Increasing Access to Training, Capital and Networkspubdocs.worldbank.org › en › 932001499806680832 › Compel... · Increasing Access to Training, Capital and Networks - Two Planned

Motivation

Firm productivity is low in developing countries (Syverson, 2011)

Small and medium enterprises (SMEs) form a large share of theeconomic activity in most developing economies

90% of private sector production in Uganda (less than 50 employees)

Small firms in developing countries face a range of constraints: credit,information, etc

This study focuses on small firms in a capital intensive industry:metal fabrication

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 2 / 18

Page 3: Increasing Access to Training, Capital and Networkspubdocs.worldbank.org › en › 932001499806680832 › Compel... · Increasing Access to Training, Capital and Networks - Two Planned

Motivation

Firm productivity is low in developing countries (Syverson, 2011)

Small and medium enterprises (SMEs) form a large share of theeconomic activity in most developing economies

90% of private sector production in Uganda (less than 50 employees)

Small firms in developing countries face a range of constraints: credit,information, etc

This study focuses on small firms in a capital intensive industry:metal fabrication

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 2 / 18

Page 4: Increasing Access to Training, Capital and Networkspubdocs.worldbank.org › en › 932001499806680832 › Compel... · Increasing Access to Training, Capital and Networks - Two Planned

Motivation

Firm productivity is low in developing countries (Syverson, 2011)

Small and medium enterprises (SMEs) form a large share of theeconomic activity in most developing economies

90% of private sector production in Uganda (less than 50 employees)

Small firms in developing countries face a range of constraints: credit,information, etc

This study focuses on small firms in a capital intensive industry:metal fabrication

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 2 / 18

Page 5: Increasing Access to Training, Capital and Networkspubdocs.worldbank.org › en › 932001499806680832 › Compel... · Increasing Access to Training, Capital and Networks - Two Planned

Motivation

Firm productivity is low in developing countries (Syverson, 2011)

Small and medium enterprises (SMEs) form a large share of theeconomic activity in most developing economies

90% of private sector production in Uganda (less than 50 employees)

Small firms in developing countries face a range of constraints: credit,information, etc

This study focuses on small firms in a capital intensive industry:metal fabrication

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 2 / 18

Page 6: Increasing Access to Training, Capital and Networkspubdocs.worldbank.org › en › 932001499806680832 › Compel... · Increasing Access to Training, Capital and Networks - Two Planned

Barriers to Growth: Capital-Intensive SmallFirms

Knowledge constraints: Highly technical production processes

Evidence that agents fail to recognize key inputs into production(Hanna et al, 2015; Beaman et al, 2014)Firms likely to underinvest in worker training (Acemoglu and Pischke,1998)Success of (informal) technical training on quality/novelty (Atkin et al,2014; Hardy and McCasland, 2016)

Lack of economies of scale to use capital

Positive individual capital shocks (de Mel et al, 2008)Small firms may not efficiently use high-cost capital

Coordination Failures

Difficult for firms to coordinate and generate economies of scale

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 3 / 18

Page 7: Increasing Access to Training, Capital and Networkspubdocs.worldbank.org › en › 932001499806680832 › Compel... · Increasing Access to Training, Capital and Networks - Two Planned

Barriers to Growth: Capital-Intensive SmallFirms

Knowledge constraints: Highly technical production processes

Evidence that agents fail to recognize key inputs into production(Hanna et al, 2015; Beaman et al, 2014)Firms likely to underinvest in worker training (Acemoglu and Pischke,1998)Success of (informal) technical training on quality/novelty (Atkin et al,2014; Hardy and McCasland, 2016)

Lack of economies of scale to use capital

Positive individual capital shocks (de Mel et al, 2008)Small firms may not efficiently use high-cost capital

Coordination Failures

Difficult for firms to coordinate and generate economies of scale

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 3 / 18

Page 8: Increasing Access to Training, Capital and Networkspubdocs.worldbank.org › en › 932001499806680832 › Compel... · Increasing Access to Training, Capital and Networks - Two Planned

Barriers to Growth: Capital-Intensive SmallFirms

Knowledge constraints: Highly technical production processes

Evidence that agents fail to recognize key inputs into production(Hanna et al, 2015; Beaman et al, 2014)Firms likely to underinvest in worker training (Acemoglu and Pischke,1998)Success of (informal) technical training on quality/novelty (Atkin et al,2014; Hardy and McCasland, 2016)

Lack of economies of scale to use capital

Positive individual capital shocks (de Mel et al, 2008)Small firms may not efficiently use high-cost capital

Coordination Failures

Difficult for firms to coordinate and generate economies of scale

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 3 / 18

Page 9: Increasing Access to Training, Capital and Networkspubdocs.worldbank.org › en › 932001499806680832 › Compel... · Increasing Access to Training, Capital and Networks - Two Planned

Implementer

Implementing partner: Innovation Systems and ClustersProgramme-Uganda (ISCP-U)

Operated by Makerere University

ISCP-U is an initiative that intends to support SME growth in a rangeof sectors by:

Support knowledge transfer between Makerere and SMEsCreate linkages across SMEs by forming peer groupsProvides some support to SMEs in the form of training or shared capital

Metal fabrication is a renewed area of focus for ISCP-U

Promising sector for implementation of an RCT–many firms located inurban areas

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 4 / 18

Page 10: Increasing Access to Training, Capital and Networkspubdocs.worldbank.org › en › 932001499806680832 › Compel... · Increasing Access to Training, Capital and Networks - Two Planned

Typical Metal Fabrication Firms in Uganda

Wait for customers to stop by

Doors, window frames, bed frames are made to order

Small firms with less than 10 employees

Employees are typically paid by the job

Limited capital

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 5 / 18

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Typical Workshop

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 6 / 18

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Capital

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 7 / 18

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Typical Outputs: Enclosures

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 8 / 18

Page 14: Increasing Access to Training, Capital and Networkspubdocs.worldbank.org › en › 932001499806680832 › Compel... · Increasing Access to Training, Capital and Networks - Two Planned

Needs/Barriers Assessment

Conducted 15 focus groups

Barriers to seeking technical training

Most firms owners have no experience since they were traininginformallyUnsure of needs/returnsEmployee turnover is already a major issueTrainings are not targeted to those already working/those with limitededucation

Barriers to accessing capital

Fear of bank loans: belief that they will lose their businessInability to fill out paperwork

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 9 / 18

Page 15: Increasing Access to Training, Capital and Networkspubdocs.worldbank.org › en › 932001499806680832 › Compel... · Increasing Access to Training, Capital and Networks - Two Planned

Standardized ISCP-U Intervention

Goal : Develop a standardized sustainable version of the intervention thatincreases productivity in capital-intensive small enterprises by:

1 Providing technical training to increase productivity:

Currently being developed at Makerere by ISCP-U

2 Creating firm clusters (peer groups/exogeneous business netoworks)to faciliate use of shared capital

3 Providing shared capital to each cluster

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 10 / 18

Page 16: Increasing Access to Training, Capital and Networkspubdocs.worldbank.org › en › 932001499806680832 › Compel... · Increasing Access to Training, Capital and Networks - Two Planned

Research Questions: Part I

Technical Training and Productivity

Does technical training increase observed productivity focused onefficiency?

Does technical training increase profits?

Do wages of trained employees respond?

Are trained employees more likely to leave?

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 11 / 18

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Research Questions: Part II

Clusters and Economies of Scale

Can firms successfully share capital?

Does shared capital result in increased efficiency relative to individualcapital?

Do social preferences (trust, trustiworthiness) predict the success ofthe intervention?

Does sharing capital and participating in the cluster result inincreased cooperation/knowledge transfers/risk sharing?

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 12 / 18

Page 18: Increasing Access to Training, Capital and Networkspubdocs.worldbank.org › en › 932001499806680832 › Compel... · Increasing Access to Training, Capital and Networks - Two Planned

Experimental Design

Phase I: Provide technical trainingMeasure outcomes for one year

Phase II: Test shared capital v. individual capitalSome firms will be selected to receive capital and some will be selectedto receive individual capital

Year Sequence

1 Training Training Control Control

2 Training Shared Capital Shared Capital Control

Number of Firms 100 100 100 100

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 13 / 18

Page 19: Increasing Access to Training, Capital and Networkspubdocs.worldbank.org › en › 932001499806680832 › Compel... · Increasing Access to Training, Capital and Networks - Two Planned

Complementary study of time preferences inwork groups

Present bias can affect productivity at work (Kaur et al, 2016; Callenet al, 2016)

We know little about how the present bias of individuals affectsproductivity in teams

Research Questions:

Does one present-biased worker on a team slow the production processdown?If workers can chose–do they prefer to avoid present biased workers?Do firm owners have accurate beliefs about worker productivity?

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 14 / 18

Page 20: Increasing Access to Training, Capital and Networkspubdocs.worldbank.org › en › 932001499806680832 › Compel... · Increasing Access to Training, Capital and Networks - Two Planned

Data collection and outcomes

1 Census Survey

identify SMEs who are interested in training and have at least twoemployees

2 Baseline Survey: standard questions +

Measure observed productivityTrust of firm owners, self-control of workers

3 Intermediate Outcomes

Business practices (including record keeping, management andregistration)Potential productivity (as measured post-training)

4 Follow-up Surveys

Productivity per inputs (labor, raw materials and capital usage)ProfitsSurvival

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 15 / 18

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Pilot

Currently starting a pilot of 60-75 firms

Allow the implementing partner to develop the program

Gain an understanding of stated interested v. actual take-up

Develop real productivity measures

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 16 / 18

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Threats

Positive spillovers on control:

Knowledge sharing across firms: Measure and control for it

Negative spillovers on control: reallocating customers

Use productivity as an outcome measure: increased efficiency leads tototal welfare effect

Take-up:

Will test in pilotISCP-U has historically had high take-up

Competition

Firms claim to interested in collaborating and project backgroundsuggests that it can work

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 17 / 18

Page 23: Increasing Access to Training, Capital and Networkspubdocs.worldbank.org › en › 932001499806680832 › Compel... · Increasing Access to Training, Capital and Networks - Two Planned

Broader relevance and unanswered questions

Small firms in capital-intensive industries are common in developingcountries

Potentially face similar constraints: economies of scale/lack oftechnical knowledge

Firm cluster initiatives that rely on shared capital are anecdotallyquite common in Uganda and have been supported by a range ofgovernment and international organizations

ICSP-U intervention is perceived to be successful and study visits forgovernments across Sub-Saharan Africa are common

Broader question is what will cluster management structure ensurelong-term sustainablity

Sarojini Hirshleifer, University of California, Riverside Arman Rezaee, University of California, Davis Benjamin Kachero, Office of the Prime Minister, UgandaIncreasing Access to Training, Capital and Networks 18 / 18