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How Business Environment Constraints Shape Firm Performance: Evidence From Global Micro-Level Data Cover

How Business Environment Constraints Shape Firm Performance: Evidence From Global Micro-Level Data

Open Access
|May 2026

Figures & Tables

OLS and 2SLS Estimates for Revenue-Based TFP using value-added specification (VAKL)

Access to FinanceAccess to LandCorruptionElectricityInadequately educated workforce
OLS2SLSOLS2SLSOLS2SLSOLS2SLSOLS2SLS
–0.0306*** (0.0071)–0.1025*** (0.0234)–0.0112 (0.0074)–0.0810* (0.0413)–0.0114* (0.0060)–0.0734* (0.0401)–0.0209*** (0.0063)–0.1194*** (0.0278)–0.0182** (0.0072)–0.0968*** (0.0260)
No. observations46,70144,20346,24243,77445,65543,23546,84044,33146,72344,245
R-Square0.0881 0.0880 0.0870 0.0860 0.0878
Centered R-Square 0.0060 0.0064 0.0052 0.0026 0.0056
Weak InstrumentF-Statistic Test 1,542.176[0.000] 182.750[0.000] 431.831[0.000] 1,175.789[0.000] 410.441[0.000]
Endogeneity TestHansen J statistic 2.148[0.341] 7.908[0.102] 4.097[0.102] 8.752[0.363]

OLS and 2SLS Estimates for Sales per Worker

Access to FinanceAccess to LandCorruptionElectricityInadequately educated workforce
OLS2SLSOLS2SLSOLS2SLSOLS2SLSOLS2SLS
–0.0415*** (0.0032)–0.1105*** (0.0099)0.0033 (0.0031)–0.0529*** (0.0166)–0.0068** (0.0029)–0.0080* (0.042)0.0007 (0.0026)–0.0477*** (0.0128)–0.0059** (0.0029)–0.0533*** (0.0101)
No. observations133,487124,571131,131122,481130,223121,632134,271125,248133,644124,704
R-Square0.4762 0.4777 0.4765 0.4696 0.4749
Centered R-Square 0.0621 0.0623 0.0643 0.0632 0.0623
Weak InstrumentF-Statistic Test 4,428.805[0.000] 588.254[0.000] 1,719.615[0.000] 3,465.356[0.000] 1,111.047[0.000]
Endogeneity Test HansenJ statistic 3.189[0.128] 203.591[0.000] 104.284[0.000] 27.720[0.000] 273.845[0.000]

Summary Statistics

Panel A: Outcome Variables
VariablesMeanStandard DeviationMinimumMaximum
Revenue-Based TFP gross output specification (YKLM)2.0251.888–10.99008.370
Revenue-Based TFP using value-added specification (VAKL)1.2091.741– 5.59308.328
Sales per worker (in USD 2009)103,938.3002,382,359.0000.0065630 million
Value Added per Worker (in USD 2009)35,558.420213,636.3000.003942 million
Sales per labour cost (in USD 2009)1,421.811188,118.6000.000651 million

OLS and 2SLS Estimates for Sales per Labour Cost_

Access to FinanceAccess to LandCorruptElectricityInadequa educatedtely workforce
OLS2SLSOLS2SLSOLS2SLSOLS2SLSOLS2SLS
–0.0268*** (0.0027)–0.0543*** (0.0088)–0.0112*** (0.0028)–0.0191** (0.0082)–0.0051* (0.0026)–0.0261* (0.0139)–0.0052** (0.0024)–0.0091** (0.042)–0.0129*** (0.0025)–0.0528*** (0.0090)
No. observations125,837117,777123,667115,862122,895115,077126,535118,374125,986117,895
R-Square0.1412 0.1417 0.1394 0.1406 0.1411
Centered R-Square 0.0285 0.0283 0.0277 0.0283 0.0216
Weak InstrumentF-Statistic Test 4,209.424[0.000] 554.151[0.000] 1,584.411[0.000] 2,252.959[0.000] 1,063.804[0.000]
Endogeneity TestHansen J statistic 20.907[0.000] 1.026[0.242] 3.637[0.162] 1.107[0.212] 25.427[0.000]

OLS Estimates for the Control Variables

DV: TFPR-YKLMDV: TFPR-VAKLDV: Sales per WorkerDV: Value Added per WorkerDV: Sales per Labour Cost
Log Firm Age Linear Term–0.9098 (1.0640)–1.656 (1.0180)–0.9978 (1.0330)0.0856*** (0.0288)0.1151*** (0.0191)
Log Firm Age Quadratic Term –0.0164*** (0.0059)–0.0210*** (0.0039)
Establishment is a part of a large firm (Yes)0.0513*(0.0276)0.1152*** (0.0242)0.2120*** (0.0106)0.1579*** (0.0142)–0.1368*** (0.0095)
The establishment has an internationally-recognized quality certification (Yes)0.0541** (0.0240)0.1245*** (0.0211)0.3251*** (0.0092)0.3075*** (0.0113)0.1690*** (0.0083)
Ownership (Foreign)0.0747* (0.0386)0.0595* (0.0318)0.2847*** (0.0141)0.2760*** (0.0186)0.0763*** (0.0125)
Exporter (Yes)0.0179 (0.0264)0.1477*** (0.0225)0.1379*** (0.0103)0.1503*** (0.0124)0.0565*** (0.0096)
Female Top Manager (Yes)–0.0966*** (0.0269)–0.1207*** (0.0236)–0.1562*** (0.0100)–0.1455*** (0.0143)–0.0665*** (0.0089)
Log Years of Manager’s Experience0.0426*(0.0242)0.0144 (0.0125)0.0684*** (0.0058)0.0178** (0.0071)0.0275*** (0.0047)
Firm Size-Reference category Small (<20)
Medium (20–99)0.1293*** (0.0217)0.0560*** (0.0201)0.0889*** (0.0083)0.0951*** (0.0109)
Large (100 and over)0.0734*** (0.0295)0.1661*** (0.0259)0.0747*** (0.0117)0.0939*** (0.0147)
Sector-Reference category Manufacturing
Retail 0.4170*** (0.0112) 0.3751*** (0.0106)
Other Services 0.2380*** (0.0285) 0.0529*** (0.0076)
Legal Status-Reference category Shareholding company with shares trade in the stock market
Shareholding company with non-traded shares or shares traded privately–0.1711*** (0.0463)–0.1268*** (0.0415)0.0523*** (0.0178)–0.0681*** (0.0226)0.0405** (0.0157)
Sole proprietorship–0.2341*** (0.0482)–0.1169*** (0.0446)–0.3580*** (0.0196)–0.4064*** (0.0252)–0.1412*** (0.0172)
Partnership–0.1688*** (0.0529)–0.0382 (0.0491)–0.1879*** (0.0221)–0.2544*** (0.0283)–0.0127 (0.0195)
Limited partnership–0.1578*** (0.0538)–0.0343 (0.0491)–0.0410* (0.0214)–0.1330*** (0.0272)0.0153 (0.0189)
Other–0.2845** (0.0926)–0.1675** (0.0838)–0.0051 (0.0035)–0.0597 (0.0418)–0.0014 (0.0328)

OLS and 2SLS Estimates for Revenue-Based TFP gross output specification (YKLM)

Access to FinanceAccess to LandCorruptionElectricityInadequately educated workforce
OLS2SLSOLS2SLSOLS2SLSOLS2SLSOLS2SLS
–0.0214 *** (0.0074)–0.0859*** (0.0253)0.0061 (0.0077)–0.0558 (0.0445)–0.0040 (0.0073)–0.0874** (0.0427)–0.0022 (0.0068)–0.0607** (0.0291)–0.0069 (0.0079)–0.0055 (0.0300)
No. observations46,70144,20346,24243,77445,65543,23546,84044,33146,72344,245
R-Square0.0511 0.0509 0.0519 0.0516 0.0515
Centered R-Square 0.0036 0.0044 0.0027 0.0041 0.0052
Weak InstrumentF-Statistic Test 1,542.176[0.000] 182.750[0.000] 431.831[0.000] 1,175.789[0.000] 410.441[0.000]
Endogeneity TestHansen J statistic 3.539[0.170] 1.856[0.151] 3.546[0.114] 0.178[0.672] 6.555[0.585]

OLS and 2SLS Estimates for Value Added per Worker

Access to FinanceAccess to LandCorruptionElectricityInadequately educated workforce
OLS2SLSOLS2SLSOLS2SLSOLS2SLSOLS2SLS
–0.0468*** (0.0041)–0.1317*** (0.0127)–0.0075* (0.0042)–0.0176* (0.0092)–0.0145*** (0.0039)–0.0158* (0.0083)–0.0006 (0.0035)0.0168 (0.0157)–0.0126** (0.0061)–0.0268** (0.0130)
No. observations61,06057,50660,40656,90559,51856,08261,33557,74461,15957,609
R-Square0.5059 0.5070 0.5060 0.4983 0.5064
Centered F-Square 0.0744 0.0776 0.0792 0.0792 0.0774
Weak InstrumentF-Statistic Test 2,181.002[0.000] 278.586[0.000] 715.186[0.000] 1,206.877[0.000] 549.393[0.000]
Endogeneity TestHansen J statistic 4.124[0.110] 83.437[0.000] 75.158[0.000] 27.380[0.000] 3.370[0.283]
DOI: https://doi.org/10.2478/revecp-2025-0008 | Journal eISSN: 1804-1663 | Journal ISSN: 1213-2446
Language: English
Page range: 123 - 146
Published on: May 13, 2026
In partnership with: Paradigm Publishing Services
Publication frequency: 2 issues per year

© 2026 Eleftherıos Gıovanıs, Öznur Özdamar, published by Mendel University in Brno
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.