| Literature DB >> 31667408 |
Stephen Ojeka1, Alex Adegboye1, Kofo Adegboye2, Olaoluwa Umukoro1, Olajide Dahunsi1, Emmanuel Ozordi1.
Abstract
We examine the effect of corruption perception and institutional quality on the performance of firms based on the extracted data for 135 listed companies in Nigeria with timeframe 2013-2017. We first use the Transparency International Corruption Perception Index for the baseline analysis, which evaluates the public officials and politicians' corruption practices. To capture institutional quality, which depicts the level of law enforcement to curb corruptive practices of the public officials, we use the first component via Principle Component Analysis of six governance indicators extracted from World Bank Governance Indicators. We then use the Generalized Method of Moment (GMM) for the analysis. We find that corruption is negatively related to the market value (TobinQ) and accounting value performance (ROA). Similarly, institutional quality is negatively related to TobinQ and ROA. The results suggest that corruption and institutional quality weaken the market and accounting performance firms in Nigeria. We further compare the extent of corruption and institutional quality on performance between financial and non-financial institution. We find that both corruption and weak institutional environment tend to impair the market and accounting-based performance of non-financial firms, which could be traced to the less regulatory body in such institution compared to the financial institution. We suggest that Nigeria needs more effective and strong mechanisms proactive to curb corruption practices and weak institutional quality.Entities:
Keywords: Bribery; Corruption perception; Economics; Firm performance; Institutional environment; Nigeria
Year: 2019 PMID: 31667408 PMCID: PMC6812463 DOI: 10.1016/j.heliyon.2019.e02569
Source DB: PubMed Journal: Heliyon ISSN: 2405-8440
Summary of the sample selected.
| Sector | Population | Sample selected |
|---|---|---|
| Agriculture | 5 | 5 |
| Conglomerate | 6 | 5 |
| Construction Estate | 9 | 3 |
| Consumer Goods | 21 | 18 |
| Financial Services | 55 | 48 |
| Healthcare | 10 | 7 |
| Information Technology | 9 | 5 |
| Industrial Goods | 13 | 12 |
| Natural Resources | 4 | 3 |
| Oil and Gas | 12 | 10 |
| Services | 25 | 19 |
| Total | 169 | 135 |
Definition of variables.
| Variables | Acrimony | Measurement | Source |
|---|---|---|---|
| Tobin Q | Tobin | Tobin's Q is calculated as the book value of total assets minus the book value of equity plus the market value of equity, all divided by the book value of total assets. | Bloomberg & Annual Report |
| Return on Asset | ROA | Return on Asset for sampled firms: Profit after Taxation divided by Total Asset of the firm | Annual Report |
| Corruption Perception Index | CPI | Corruption Perception Index: Reversed measure ranging from 0-100 with higher values depicting higher corruption. | Transparency International |
| Control of Corruption Index | CCI | Control of Corruption Index ranging from -2.5 to 2.5. For robustness, the index is reversed ranging 0–10 with higher values depicting higher corruption | World Bank |
| Quality | Measure based on the first component of six governance indicators CCI, Pol, Govt, RQ, RL and VAC via Principal Component Analysis. | ||
| Political Instability and Violence | Pol | Political Instability and Violence Index ranging from -2.5 to 2.5. For Robustness, we reverse the index ranging 0–10 with higher value depicting severe problematic. | World Bank |
| Government Effectiveness | Govt | Government Effectiveness Index ranging from -2.5 to 2.5. For Robustness, we reverse the index ranging 0–10 with higher value depicting severe delinquent. | World Bank |
| Regulatory Quality | RQ | Rule Quality Index ranging from -2.5 to 2.5. For Robustness, we reverse the index ranging 0–10 with higher value depicting severe problematic. | World Bank |
| Rule of Law | RL | Rule of Law Index ranging from -2.5 to 2.5. For Robustness, we reverse the index ranging 0–10 with higher value depicting severe delinquent. | World Bank |
| Voice and Accountability | VAC | Voice and Accountability Index ranging from -2.5 to 2.5. For Robustness, we reverse the index ranging 0–10 with higher value depicting severe problematic | World Bank |
| Market Leverage | Lev | Total Debt/(Total Common Equity + Total Debt) | Annual Report |
| Firm Age | lnage | Natural Logarithm of Year under observation less Year of Listing on Nigerian Stock Market | Annual Report |
| Firm Size | lnasset | Natural Logarithm of Total Asset | Annual Report |
| Tangibility | TAN | The ratio of Fixed Assets to Total Assets | Annual Report |
| Inflation | Inf | Inflation, Consumer Price Index (annual %) | World Bank |
| Domestic Credit | DC | Domestic Credit to Private Sector by banks (% of GDP) | World Bank |
| Foreign Direct Investment | FDI | Natural logarithm of Foreign Direct Investment, net (BoP, current US$) | World Bank |
Descriptive statistics.
| VARIABLES | N | Mean | S. D | Min. | Max. |
|---|---|---|---|---|---|
| TobinQ | 810 | 1.428 | 1.611 | -13.52 | 13.94 |
| ROA | 810 | 0.0245 | 0.404 | -4.991 | 9.269 |
| CPI | 810 | 73.33 | 0.943 | 72 | 75 |
| CCI | 810 | -1.140 | 0.0865 | -1.270 | -1.030 |
| Pol | 810 | -2.002 | 0.0909 | -2.130 | -1.880 |
| Govt | 810 | -1.032 | 0.0832 | -1.190 | -0.960 |
| RQ | 810 | -0.808 | 0.0938 | -0.920 | -0.660 |
| RL | 810 | -1.027 | 0.0929 | -1.150 | -0.870 |
| VAC | 810 | -0.500 | 0.165 | -0.700 | -0.310 |
| LEV | 810 | 0.212 | 0.901 | -20.74 | 6.089 |
| TAN | 810 | 0.353 | 0.531 | -0.0687 | 7.959 |
| lnasset | 810 | 16.69 | 2.142 | 11.59 | 22.45 |
| lnage | 790 | 2.752 | 0.859 | 0 | 7.607 |
| Inf | 810 | 11.66 | 3.423 | 8.062 | 16.52 |
| DC | 810 | 13.82 | 1.263 | 11.83 | 15.66 |
| FDI | 810 | 21.06 | 0.0984 | 20.93 | 21.19 |
Note: Tobin is Tobin Q, ROA is Return on Asset, CPI is Corruption Perception Index, CCI is the Control of Corruption Index, Quality is Institutional Quality, Pol is Political Instability and Violence, Govt is Government Effectiveness, RQ is Regulatory Quality, RL is Rule of Law, VAC is Voice and Accountability, Lev is Market Leverage, lnage is Firm Age, lnasset is Firm Size, TAN is Tangibility, Inf is Inflation, DC is Domestic Credit to Private Sector by banks, and FDI is Foreign Direct Investment.
Correlation matrix.
| CPI | CCI | Pol | Govt | RQ | RL | VAC | Quality | |
|---|---|---|---|---|---|---|---|---|
| CPI | 1 | |||||||
| CCI | -0.430*** | 1 | ||||||
| Pol | -0.441*** | 0.996*** | 1 | |||||
| Govt | 0.454*** | 0.445*** | 0.395*** | 1 | ||||
| RQ | 0.692*** | -0.696*** | -0.724*** | 0.189*** | 1 | |||
| RL | -0.203*** | 0.604*** | 0.600*** | 0.258*** | -0.776*** | 1 | ||
| VAC | -0.472*** | 0.852*** | 0.872*** | 0.118*** | -0.934*** | 0.846*** | 1 | |
| Quality | -0.431*** | 1.000*** | 0.998*** | 0.436*** | -0.701*** | 0.602*** | 0.856*** | 1 |
*p < 0.05, **p < 0.01, ***p < 0.001. Note: CPI is Corruption Perception Index, CCI is the Control of Corruption Index, Quality is Institutional Quality, Pol is Political Instability and Violence, Govt is Government Effectiveness, RQ is Regulatory Quality, RL is Rule of Law, VAC is Voice and Accountability.
Corruption perception, firm-economic characteristics and firm performance.
| VARIABLES | TobinQ | Return on Asset | ||||
|---|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | 6 | |
| L.Tobin | 0.402** | 0.440** | 0.435** | |||
| L.ROA | -0.0868 | -0.0774 | -0.0865 | |||
| CPI | -0.213* | -0.335** | -0.0811** | -0.0492*** | ||
| lnasset | -0.546 | -0.569* | -0.518 | 0.00181 | 0.00512 | 0.00190 |
| lnage | 0.505 | 0.438* | 0.706** | 0.0304 | 0.0366 | 0.0312 |
| TAN | -0.723*** | -0.744*** | -0.716*** | -0.0452** | -0.0397* | -0.0446** |
| Inf | -0.0440 | -0.0348** | -0.0822* | 0.0155 | -0.00322 | 0.00943 |
| DC | 0.0142 | -0.189* | -0.198* | -0.0557 | -0.0922* | -0.0900** |
| LEV | 0.0442 | 0.0396 | 0.0765 | 0.0763 | ||
| FDI | -0.595 | -1.318 | 0.454 | 0.343 | ||
| Observations | 528 | 528 | 528 | 528 | 528 | 528 |
| Hansen_test | 10.06 | 9.445 | 10.28 | 25.34 | 27.62 | 29.95 |
| Hansen Prob | 0.345 | 0.581 | 0.328 | 0.208 | 0.0102 | 0.480 |
| AR (1) test | -1.939 | -2.087 | -2.100 | -2.932 | -2.876 | -2.883 |
| AR (1) P-value | 0.0524 | 0.0369 | 0.0357 | 0.00336 | 0.403 | 0.00394 |
| AR (2) test | -0.331 | -0.452 | -0.452 | -0.709 | -0.743 | -0.692 |
| AR (2) P-value | 0.741 | 0.651 | 0.651 | 0.478 | 0.457 | 0.489 |
Robust standard errors in parentheses ***p < 0.01, **p < 0.05, *p < 0.1. Note: Tobin is Tobin Q, ROA is Return on Asset, CPI is Corruption Perception Index, CCI is the Control of Corruption Index, Quality is Institutional Quality, Pol is Political Instability and Violence, Govt is Government Effectiveness, RQ is Regulatory Quality, RL is Rule of Law, VAC is Voice and Accountability, Lev is Market Leverage, lnage is Firm Age, lnasset is Firm Size, TAN is Tangibility, Inf is Inflation, DC is Domestic Credit to Private Sector by banks, and FDI is Foreign Direct Investment.
Panel regression: Control of corruption index and performance.
| VARIABLES | TobinQ | Return on Asset | ||
|---|---|---|---|---|
| 1 | 2 | 3 | 4 | |
| L.Tobin | 0.391* | 0.435** | ||
| L.ROA | -0.0776 | -0.0865 | ||
| CCI | -1.280** | -1.467** | -0.341*** | -0.215*** |
| lnasset | -0.557* | -0.518 | 0.00517 | 0.00190 |
| lnage | 0.595* | 0.706** | 0.0369 | 0.0312 |
| TAN | -0.728*** | -0.716*** | -0.0395* | -0.0446** |
| Inf | -0.0124 | -0.0294 | 0.00760 | 0.0172 |
| DC | -0.00348 | 0.0919 | -0.0168 | -0.0475 |
| LEV | 0.0396 | 0.0763 | ||
| FDI | -1.059 | 0.381 | ||
| Observations | 528 | 528 | 662 | 662 |
| Hansen_test | 9.521 | 10.28 | 26.45 | 29.95 |
| Hansen Prob | 0.391 | 0.328 | 0.148 | 0.480 |
| AR (1) test | -1.848 | -2.100 | -2.882 | -2.883 |
| AR (1) P-value | 0.0646 | 0.0357 | 0.00395 | 0.00394 |
| AR (2) test | -0.578 | -0.452 | -0.741 | -0.692 |
| AR (2) P-value | 0.563 | 0.651 | 0.459 | 0.489 |
Robust standard errors in parentheses ***p < 0.01, **p < 0.05, *p < 0.1. Note: Tobin is Tobin Q, ROA is Return on Asset, CPI is Corruption Perception Index, CCI is the Control of Corruption Index, Quality is Institutional Quality, Pol is Political Instability and Violence, Govt is Government Effectiveness, RQ is Regulatory Quality, RL is Rule of Law, VAC is Voice and Accountability, Lev is Market Leverage, lnage is Firm Age, lnasset is Firm Size, TAN is Tangibility, Inf is Inflation, DC is Domestic Credit to Private Sector by banks, and FDI is Foreign Direct Investment.
Institutional quality and firm performance.
| VARIABLES | TobinQ | Return on Asset | ||
|---|---|---|---|---|
| 1 | 2 | 3 | 4 | |
| L.Tobin | 0.435** | 0.391* | ||
| L.ROA | -0.0865 | -0.0776 | ||
| Quality | -0.0992** | -0.0861** | -0.0145*** | -0.0231*** |
| lnasset | -0.518 | -0.557* | 0.00190 | 0.00517 |
| lnage | 0.706** | 0.593* | 0.0312 | 0.0369 |
| TAN | -0.716*** | -0.728*** | -0.0446** | -0.0395* |
| Inf | -0.0305 | -0.0132 | 0.0170 | 0.00742 |
| DC | 0.0948 | -0.00167 | -0.0471 | -0.0163 |
| LEV | 0.0396 | 0.0763 | ||
| FDI | -1.068 | 0.379 | ||
| Observations | 662 | 662 | 662 | 662 |
| Hansen_test | 10.28 | 9.514 | 29.95 | 26.49 |
| Hansen Prob | 0.328 | 0.391 | 0.480 | 0.146 |
| AR (1) test | -2.100 | -1.848 | -2.883 | -2.882 |
| AR (1) P-value | 0.0357 | 0.0646 | 0.00394 | 0.00395 |
| AR (2) test | -0.452 | -0.577 | -0.692 | -0.741 |
| AR (2) P-value | 0.651 | 0.564 | 0.489 | 0.459 |
Robust standard errors in parentheses ***p < 0.01, **p < 0.05, *p < 0.1. Note: Tobin is Tobin Q, ROA is Return on Asset, CPI is Corruption Perception Index, CCI is the Control of Corruption Index, Quality is Institutional Quality, Pol is Political Instability and Violence, Govt is Government Effectiveness, RQ is Regulatory Quality, RL is Rule of Law, VAC is Voice and Accountability, Lev is Market Leverage, lnage is Firm Age, lnasset is Firm Size, TAN is Tangibility, Inf is Inflation, DC is Domestic Credit to Private Sector by banks, and FDI is Foreign Direct Investment.
Institutional environment and market value.
| TobinQ | |||||
|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | |
| L.Tobin | 0.628*** | 0.628*** | 0.628*** | 0.628*** | 0.628*** |
| Pol | 0.570** | ||||
| Govt | 0.534** | ||||
| RQ | -1.694** | ||||
| RL | 0.924** | ||||
| VAC | 0.440** | ||||
| lnasset | -0.0369 | -0.0369 | -0.0369 | -0.0369 | -0.0369 |
| (0.0292) | (0.0292) | (0.0292) | (0.0292) | (0.0292) | |
| lnage | 0.0285 | 0.0285 | 0.0285 | 0.0285 | 0.0285 |
| TAN | -0.304*** | -0.304*** | -0.304*** | -0.304*** | -0.304*** |
| LEV | -0.0413 | -0.0413 | -0.0413 | -0.0413 | -0.0413 |
| FDI | -0.882 | -0.517 | 1.188 | 1.369 | -0.169 |
| Inf | -0.0165 | -0.00906 | 0.0409 | 0.0470 | 0.00137 |
| DC | 0.0901 | -0.0473 | 0.124 | -0.127 | 0.0649 |
| Observations | 662 | 662 | 662 | 662 | 662 |
| Hansen_test | 12.82 | 12.82 | 12.82 | 12.82 | 12.82 |
| Hansen Prob | 0.462 | 0.462 | 0.462 | 0.462 | 0.462 |
| AR (1) test | -2.529 | -2.529 | -2.529 | -2.529 | -2.529 |
| AR (1) P-value | 0.0114 | 0.0114 | 0.0114 | 0.0114 | 0.0114 |
| AR (2) test | -0.397 | -0.397 | -0.397 | -0.397 | -0.397 |
| AR (2) P-value | 0.692 | 0.692 | 0.692 | 0.692 | 0.692 |
Robust standard errors in parentheses ***p < 0.01, **p < 0.05, *p < 0.1. Note: Tobin is Tobin Q, ROA is Return on Asset, CPI is Corruption Perception Index, CCI is the Control of Corruption Index, Quality is Institutional Quality, Pol is Political Instability and Violence, Govt is Government Effectiveness, RQ is Regulatory Quality, RL is Rule of Law, VAC is Voice and Accountability, Lev is Market Leverage, lnage is Firm Age, lnasset is Firm Size, TAN is Tangibility, Inf is Inflation, DC is Domestic Credit to Private Sector by banks, and FDI is Foreign Direct Investment.
Institutional environment and accounting value.
| VARIABLES | Return on Assets | ||||
|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | |
| L.ROA | -0.0865 | -0.0865 | -0.0865 | -0.0865 | -0.0865 |
| Pol | 0.100*** | ||||
| Govt | 0.0938*** | ||||
| RQ | -0.298*** | ||||
| RL | 0.162*** | ||||
| VAC | 0.0773*** | ||||
| lnasset | 0.00190 | 0.00190 | 0.00190 | 0.00190 | 0.00190 |
| lnage | 0.0312 | 0.0312 | 0.0312 | 0.0312 | 0.0312 |
| TAN | -0.0446** | -0.0446** | -0.0446** | -0.0446** | -0.0446** |
| LEV | 0.0763 | 0.0763 | 0.0763 | 0.0763 | 0.0763 |
| FDI | 0.376 | 0.440 | 0.740** | 0.772** | 0.501 |
| Inf | 0.0165 | 0.0179 | 0.0266* | 0.0277* | 0.0197 |
| DC | -0.0456 | -0.0697* | -0.0397 | -0.0837* | -0.0500 |
| Observations | 662 | 662 | 662 | 662 | 662 |
| Hansen_test | 29.95 | 29.95 | 29.95 | 29.95 | 29.95 |
| Hansen Prob | 0.480 | 0.480 | 0.480 | 0.480 | 0.480 |
| AR (1) test | -2.883 | -2.883 | -2.883 | -2.883 | -2.883 |
| AR (1) P-value | 0.00394 | 0.00394 | 0.00394 | 0.00394 | 0.00394 |
| AR (2) test | -0.692 | -0.692 | -0.692 | -0.692 | -0.692 |
| AR (2) P-value | 0.489 | 0.489 | 0.489 | 0.489 | 0.489 |
Robust standard errors in parentheses ***p < 0.01, **p < 0.05, *p < 0.1. Note: Tobin is Tobin Q, ROA is Return on Asset, CPI is Corruption Perception Index, CCI is the Control of Corruption Index, Quality is Institutional Quality, Pol is Political Instability and Violence, Govt is Government Effectiveness, RQ is Regulatory Quality, RL is Rule of Law, VAC is Voice and Accountability, Lev is Market Leverage, lnage is Firm Age, lnasset is Firm Size, TAN is Tangibility, Inf is Inflation, DC is Domestic Credit to Private Sector by banks, and FDI is Foreign Direct Investment.
Corruption perception and performance of financial institutions.
| VARIABLES | TobinQ | Return on Asset | ||||
|---|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | 6 | |
| L.Tobin | 0.283* | 0.283* | 0.283* | |||
| L.ROA | -0.248*** | -0.248*** | -0.248*** | |||
| CPI | 0.0558 | 0.0271 | ||||
| CCI | 0.242 | 0.118 | ||||
| Quality | 0.0164 | 0.00795 | ||||
| lnasset | -0.866*** | -0.866*** | -0.866*** | 0.00714 | 0.00714 | 0.00714 |
| lnage | 0.198* | 0.198* | 0.198* | -0.00294 | -0.00294 | -0.00294 |
| TAN | -0.687* | -0.687* | -0.687* | -0.105 | -0.105 | -0.105 |
| LEV | 0.0572 | 0.0572 | 0.0572 | 0.157 | 0.157 | 0.157 |
| FDI | 0.498 | 0.454 | 0.455 | 0.747 | 0.725 | 0.726 |
| Inf | 0.0237 | 0.0150 | 0.0152 | 0.0178 | 0.0135 | 0.0136 |
| DC | 0.0398 | -0.00831 | -0.00878 | -0.0221* | -0.0455 | -0.0457 |
| Observations | 190 | 190 | 190 | 238 | 238 | 238 |
| Hansen_test | 12.02 | 12.02 | 12.02 | 25.17 | 25.17 | 25.17 |
| Hansen Prob | 0.212 | 0.212 | 0.212 | 0.0219 | 0.0219 | 0.0219 |
| AR (1) test | -0.408 | -0.408 | -0.408 | -2.356 | -2.356 | -2.356 |
| AR (1) P-value | 0.683 | 0.683 | 0.683 | 0.0185 | 0.0185 | 0.0185 |
| AR (2) test | -1.185 | -1.185 | -1.185 | -0.904 | -0.904 | -0.904 |
| AR (2) P-value | 0.236 | 0.236 | 0.236 | 0.366 | 0.366 | 0.366 |
Robust standard errors in parentheses ***p < 0.01, **p < 0.05, *p < 0.1. Note: Tobin is Tobin Q, ROA is Return on Asset, CPI is Corruption Perception Index, CCI is the Control of Corruption Index, Quality is Institutional Quality, Pol is Political Instability and Violence, Govt is Government Effectiveness, RQ is Regulatory Quality, RL is Rule of Law, VAC is Voice and Accountability, Lev is Market Leverage, lnage is Firm Age, lnasset is Firm Size, TAN is Tangibility, Inf is Inflation, DC is Domestic Credit to Private Sector by banks, and FDI is Foreign Direct Investment.
Corruption perception and performance of non-financial institutions.
| VARIABLES | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|
| L.Tobin | 0.497*** | 0.497*** | 0.497*** | |||
| L.ROA | 0.486*** | 0.486*** | 0.486*** | |||
| CPI | -0.409** | -0.0582** | ||||
| CCI | -1.775** | -0.253** | ||||
| Quality | -0.120** | -0.0171** | ||||
| lnasset | 0.0253 | 0.0253 | 0.0253 | -0.00723 | -0.00723 | -0.00723 |
| lnage | 0.0406 | 0.0406 | 0.0406 | 0.0192 | 0.0192 | 0.0192 |
| TAN | -0.317*** | -0.317*** | -0.317*** | -0.0384* | -0.0384* | -0.0384* |
| LEV | 0.0166 | 0.0166 | 0.0166 | -0.0280 | -0.0280 | -0.0280 |
| FDI | -1.711 | -1.389 | -1.399 | 0.139 | 0.184 | 0.183 |
| Inf | -0.0908* | -0.0267 | -0.0280 | 0.0134 | 0.0225 | 0.0223 |
| DC | -0.248 | 0.105 | 0.108 | -0.105* | -0.0548 | -0.0543 |
| Observations | 424 | 424 | 424 | 424 | 424 | 424 |
| Hansen_test | 18.95 | 18.95 | 18.95 | 26.88 | 26.88 | 26.88 |
| Hansen Prob | 0.125 | 0.125 | 0.125 | 0.129 | 0.129 | 0.129 |
| AR (1) test | -2.225 | -2.225 | -2.225 | -1.844 | -1.844 | -1.844 |
| AR (1) P-value | 0.0261 | 0.0261 | 0.0261 | 0.0652 | 0.0652 | 0.0652 |
| AR (2) test | -0.470 | -0.470 | -0.470 | 0.482 | 0.482 | 0.482 |
| AR (2) P-value | 0.638 | 0.638 | 0.638 | 0.630 | 0.630 | 0.630 |
Robust standard errors in parentheses ***p < 0.01, **p < 0.05, *p < 0.1. Note: Tobin is Tobin Q, ROA is Return on Asset, CPI is Corruption Perception Index, CCI is the Control of Corruption Index, Quality is Institutional Quality, Pol is Political Instability and Violence, Govt is Government Effectiveness, RQ is Regulatory Quality, RL is Rule of Law, VAC is Voice and Accountability, Lev is Market Leverage, lnage is Firm Age, lnasset is Firm Size, TAN is Tangibility, Inf is Inflation, DC is Domestic Credit to Private Sector by banks, and FDI is Foreign Direct Investment.