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Table 4 Determinants of training incidence (MENA and Non-MENA samples – marginal effects)

From: Under-provision of private training by MENA firms: what to Do about It?

 

(1)

(2)

(3)

(4)

(5)

(6)

(7)

(8)

   

MENA

   

Non-MENA

 

Mean obstacle labor

−0.00453

−0.00554

−0.0272**

−0.0102

−0.0838***

0.0116

0.00873

0.00179

 

(0.0138)

(0.0137)

(0.0113)

(0.0145)

(0.0109)

(0.00995)

(0.0101)

(0.0108)

Obstacle informal low

  

0.0512***

     

x Mean obstacle labor

  

(0.00780)

     

Textiles

   

0.0535**

  

0.0234***

 

x Mean obstacle labor

   

(0.0250)

  

(0.00873)

 

Finance working capital internal

    

0.000986***

  

0.000161***

x Mean Obstacle labor

    

(0.000251)

  

(4.95e-05)

Obstacle informal low

 

0.0302***

−0.0345**

     
  

(0.00647)

(0.0144)

     

Mean management time

0.00428

0.00423

0.00413

0.00436

0.00433

−0.000371

−0.000324

−0.000366

 

(0.00317)

(0.00324)

(0.00321)

(0.00312)

(0.00316)

(0.000511)

(0.000514)

(0.000511)

Mean log (Inspections tax)

0.0894

0.0908

0.0818

0.114

0.0837

0.0398

0.0549**

0.0393

 

(0.129)

(0.131)

(0.129)

(0.123)

(0.130)

(0.0260)

(0.0274)

(0.0260)

Total tax rate

−0.00105

−0.00110

−0.000846

−0.00147

−0.000959

−0.000484

−0.00078**

−0.000476

x Mean log (Inspections tax)

(0.00219)

(0.00224)

(0.00221)

(0.00209)

(0.00219)

(0.000361)

(0.000374)

(0.000359)

Sales growth > 50

0.0327*

0.0361*

0.0381**

0.0332*

0.0353*

0.0138**

0.0144**

0.0137**

 

(0.0188)

(0.0189)

(0.0179)

(0.0190)

(0.0186)

(0.00604)

(0.00604)

(0.00603)

Sales Growth < −20

0.0333**

0.0271

0.0283

0.0332**

0.0327*

−0.0125*

−0.0129*

−0.0125*

 

(0.0166)

(0.0173)

(0.0177)

(0.0164)

(0.0167)

(0.00670)

(0.00680)

(0.00668)

Finance working capital internal

−0.00039***

−0.00040***

−0.00040***

−0.00039***

−0.0016***

−0.00012**

−0.00011*

−0.00033***

 

(0.000117)

(0.000125)

(0.000120)

(0.000117)

(0.000301)

(5.82e-05)

(5.84e-05)

(0.000108)

Water out

−0.0456*

−0.0425

−0.0439*

−0.0461*

−0.0442*

−0.0336***

−0.0340***

−0.0338***

 

(0.0242)

(0.0264)

(0.0260)

(0.0241)

(0.0239)

(0.0126)

(0.0126)

(0.0126)

Power out

0.0101

0.00953

0.0101

0.0105

0.0114

0.0305***

0.0307***

0.0304***

 

(0.0375)

(0.0397)

(0.0393)

(0.0376)

(0.0370)

(0.00749)

(0.00759)

(0.00748)

Log (Size)

0.0336***

0.0334***

0.0331***

0.0332***

0.0340***

0.0413***

0.0418***

0.0413***

 

(0.0100)

(0.0107)

(0.0108)

(0.00988)

(0.00999)

(0.00263)

(0.00263)

(0.00262)

Capital city

0.0224**

0.0285***

0.0291***

0.0242**

0.0200*

−0.00456

−0.00437

−0.00435

 

(0.0114)

(0.0109)

(0.0103)

(0.0110)

(0.0104)

(0.00815)

(0.00806)

(0.00817)

Multi-plant

0.0651***

0.0676***

0.0669***

0.0647***

0.0653***

0.0165**

0.0167**

0.0164**

 

(0.0123)

(0.0130)

(0.0130)

(0.0121)

(0.0121)

(0.00731)

(0.00737)

(0.00729)

Percent foreign

0.000962***

0.000867***

0.000864***

0.000970***

0.000972***

9.01e-05

8.03e-05

8.92e-05

 

(0.000188)

(0.000156)

(0.000162)

(0.000192)

(0.000188)

(7.29e-05)

(7.37e-05)

(7.32e-05)

Percent government

−0.000271

−0.000251

−0.000234

−0.000277

−0.000296

0.000436

0.000444

0.000423

 

(0.000473)

(0.000484)

(0.000483)

(0.000475)

(0.000449)

(0.000301)

(0.000302)

(0.000303)

Quality certificate

0.0871***

0.0810***

0.0813***

0.0867***

0.0880***

0.0753***

0.0763***

0.0754***

 

(0.00895)

(0.00844)

(0.00888)

(0.00897)

(0.00862)

(0.00699)

(0.00710)

(0.00698)

Crime

−0.00120**

−0.00122**

−0.00123**

−0.00120**

−0.00131**

0.000159

0.000180

0.000137

 

(0.000556)

(0.000579)

(0.000566)

(0.000548)

(0.000578)

(0.000733)

(0.000742)

(0.000735)

Sole Owner

−0.0112

−0.0100

−0.00860

−0.0130

−0.0108

−0.0177***

−0.0168**

−0.0175***

 

(0.0202)

(0.0211)

(0.0210)

(0.0196)

(0.0196)

(0.00671)

(0.00675)

(0.00668)

Partner

−0.00132

0.00159

0.00331

−0.00354

−0.000173

−0.0258**

−0.0271**

−0.0257**

 

(0.0210)

(0.0218)

(0.0216)

(0.0195)

(0.0208)

(0.0129)

(0.0131)

(0.0129)

Log (Age)

−0.0281***

−0.0286***

−0.0274***

−0.0288***

−0.0270***

0.00183

0.00156

0.00185

 

(0.00563)

(0.00544)

(0.00531)

(0.00557)

(0.00521)

(0.00349)

(0.00351)

(0.00346)

Email

0.0370**

0.0374**

0.0378**

0.0371**

0.0376**

0.0565***

0.0562***

0.0560***

 

(0.0161)

(0.0165)

(0.0159)

(0.0157)

(0.0156)

(0.00797)

(0.00807)

(0.00801)

Website

0.0332*

0.0342

0.0347

0.0332

0.0327

0.0327***

0.0327***

0.0328***

 

(0.0202)

(0.0217)

(0.0217)

(0.0205)

(0.0204)

(0.00690)

(0.00696)

(0.00691)

Log (Manager Experience)

0.0277***

0.0282***

0.0278***

0.0278***

0.0277***

0.0123**

0.0121**

0.0122**

 

(0.00928)

(0.00946)

(0.00970)

(0.00939)

(0.00944)

(0.00484)

(0.00487)

(0.00483)

Log (Sales Export)

0.00133

0.00126

0.00101

0.00108

0.00121

0.0131***

0.0129***

0.0131***

 

(0.00447)

(0.00477)

(0.00467)

(0.00439)

(0.00438)

(0.00222)

(0.00218)

(0.00221)

Female Owner

0.00477

0.00427

0.00409

0.00354

0.00546

0.0131**

0.0131**

0.0129**

 

(0.0268)

(0.0276)

(0.0273)

(0.0263)

(0.0269)

(0.00542)

(0.00543)

(0.00543)

Gift Officer

0.00311

0.00313

0.00308

0.00313

0.00311

0.000767*

0.000804*

0.000747*

 

(0.00228)

(0.00238)

(0.00232)

(0.00227)

(0.00230)

(0.000438)

(0.000446)

(0.000441)

Obstacle Education2

0.0180

0.0211

0.0213

0.0174

0.0171

0.0283***

0.0283***

0.0282***

 

(0.0243)

(0.0257)

(0.0254)

(0.0235)

(0.0240)

(0.00361)

(0.00364)

(0.00359)

Log (Education Spending)

1.221*

1.177

1.251*

1.231*

1.254*

−0.187***

−0.193***

−0.186***

 

(0.705)

(0.734)

(0.711)

(0.715)

(0.673)

(0.0409)

(0.0420)

(0.0409)

Country & industry effects

Yes

Yes

Yes

Yes

Yes

Yes

Yes

Yes

Clustering

Yes

Yes

Yes

Yes

Yes

Yes

Yes

Yes

Pseudo R2

0.206

0.210

0.211

0.207

0.208

0.342

0.342

0.342

Observations

3,325

3,270

3,270

3,325

3,325

40,590

40,260

40,590

  1. Note: Dependent variable is a dummy variable that assumes the value 1 if the firm offers formal on-the-job training to its employees. Robust standard errors are given in parentheses. *** p < 0.01, ** p < 0.05, * p < 0.10