A Systems View Across Time and Space
From: Innovation and employment growth: evidence from manufacturing firms in Africa
 | (1) | (2) | (3) | (4) | (5) | (6) |
---|---|---|---|---|---|---|
 | Employment growth | Employment growth | Employment growth | Employment growth | Employment growth | Employment growth |
Innov (0 = no innovation) | ||||||
 (= Process/Product) | − 0.006 |  |  | 0.0001 |  |  |
(0.0160) | Â | Â | (0.0168) | Â | Â | |
 2 (= Process × Product) | 0.04* |  |  | 0.06*** |  |  |
(0.0156) | Â | Â | (0.0166) | Â | Â | |
Process (1 = yes) |  | 0.01 |  |  | 0.03* |  |
 | (0.0140) |  |  | (0.0148) |  | |
Product (1 = yes) |  |  | 0.04*** |  |  | 0.05*** |
 |  | (0.0125) |  |  | (0.0132) | |
SalesG | 0.04*** | 0.04*** | 0.04*** | 0.04*** | 0.04*** | 0.04*** |
(0.0106) | (0.0108) | (0.0107) | (0.0114) | (0.0115) | (0.0114) | |
Productivity | − 0.03*** | − 0.03*** | − 0.03*** | − 0.03*** | − 0.03*** | − 0.03*** |
(0.00439) | (0.00440) | (0.00438) | (0.00455) | (0.00456) | (0.00453) | |
Retained | 0.002 | 0.002 | 0.001 | 0.004 | 0.006 | 0.003 |
(0.0192) | (0.0194) | (0.0192) | (0.0200) | (0.0202) | (0.0200) | |
Size | ||||||
 Medium | 0.09*** | 0.09*** | 0.09*** | 0.08*** | 0.09*** | 0.08*** |
(0.0145) | (0.0147) | (0.0145) | (0.0151) | (0.0152) | (0.0151) | |
 Large | 0.1*** | 0.1*** | 0.1*** | 0.1*** | 0.1*** | 0.1*** |
(0.0194) | (0.0195) | (0.0195) | (0.0202) | (0.0202) | (0.0202) | |
lnAge | − 0.04*** | − 0.04*** | − 0.04*** | − 0.04*** | − 0.05*** | − 0.05*** |
(0.00881) | (0.00882) | (0.00877) | (0.00910) | (0.00910) | (0.00905) | |
lnMexperience | 0.009 | 0.007 | 0.009 | 0.009 | 0.007 | 0.009 |
(0.00935) | (0.00922) | (0.00913) | (0.00980) | (0.00965) | (0.00955) | |
Foreign (1 = yes) | 0.002 | − 0.0004 | 0.001 | − 0.005 | − 0.009 | − 0.005 |
(0.0162) | (0.0163) | (0.0161) | (0.0170) | (0.0170) | (0.0169) | |
Government (1 = yes) | 0.06 | 0.06 | 0.07+ | 0.07+ | 0.07+ | 0.08* |
(0.0386) | (0.0393) | (0.0380) | (0.0403) | (0.0408) | (0.0395) | |
Millioncity (1 = yes) | − 0.005 | − 0.005 | − 0.006 | − 0.01 | − 0.01 | − 0.01 |
(0.0133) | (0.0134) | (0.0133) | (0.0137) | (0.0137) | (0.0136) | |
Exporting (1 = yes) | − 0.008 | − 0.005 | − 0.009 | − 0.02 | − 0.01 | − 0.02 |
(0.0150) | (0.0151) | (0.0150) | (0.0156) | (0.0157) | (0.0156) | |
Electricity (1 = yes) |  |  |  | − 0.03+ | − 0.02 | − 0.03+ |
 |  |  | (0.0155) | (0.0154) | (0.0154) | |
Bureaucracy |  |  |  | − 0.0006* | − 0.0006* | − 0.0006* |
 |  |  | (0.000277) | (0.000278) | (0.000276) | |
Bribe | Â | Â | Â | 0.0008 | 0.0007 | 0.0007 |
 |  |  | (0.000974) | (0.000972) | (0.000963) | |
Competition (1 = yes) |  |  |  | − 0.01 | − 0.01 | − 0.01 |
Country fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
ISIC fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
 |  |  | (0.0129) | (0.0129) | (0.0128) | |
Constant | 0.4*** | 0.4*** | 0.4*** | 0.4*** | 0.4*** | 0.4*** |
(0.0511) | (0.0512) | (0.0507) | (0.0549) | (0.0551) | (0.0547) | |
N | 5822 | 5762 | 5798 | 5389 | 5337 | 5370 |
R 2 | 0.062 | 0.060 | 0.062 | 0.066 | 0.063 | 0.067 |
Adj. R2 | 0.053 | 0.051 | 0.053 | 0.055 | 0.053 | 0.056 |