Regional Sustainability ›› 2025, Vol. 6 ›› Issue (2): 100215.doi: 10.1016/j.regsus.2025.100215cstr: 32279.14.REGSUS.20250014
• Research article • Previous Articles
Ivette Gnitedem KEUBENGa,*(
), George Achu MULUHa, Vatis Christian KEMEZANGb,c
Received:2024-10-14
Revised:2025-01-30
Accepted:2025-03-30
Published:2025-04-30
Online:2025-05-21
Contact:
*E-mail address: chrisvette8@gmail.com (Ivette Gnitedem KEUBENG).
Ivette Gnitedem KEUBENG, George Achu MULUH, Vatis Christian KEMEZANG. Controlling agricultural product price volatility: An empirical analysis from Cameroon[J]. Regional Sustainability, 2025, 6(2): 100215.
Table 1
Description of the variables."
| Variable | Abbreviation | Unit | Period | Source |
|---|---|---|---|---|
| Agricultural product price volatility | APPV | - | 2000-2021 | FAOSTAT ( |
| Agricultural productivity | AP | - | 2000-2021 | USDA ERS ( |
| Agricultural product imports | API | 109 USD | 2000-2021 | FAOSTAT ( |
| Population | POP | 107 persons | 2000-2021 | WDI ( |
| Temperature variation | TV | °C | 2000-2021 | FAOSTAT ( |
| Gross domestic product (GDP) per capita | GDP | USD/person | 2000-2021 | WDI ( |
| Government expenditure | GOVT | 109 USD | 2000-2021 | WDI ( |
Table 2
Descriptive statistics of the variables."
| Variable | Mean | Standard deviation | Minimum | Maximum |
|---|---|---|---|---|
| APPV | 1.085 | 0.489 | 0.220 | 2.600 |
| AP | 88.727 | 11.163 | 70.006 | 104.652 |
| API (×109 USD) | 0.853 | 0.183 | 0.562 | 1.186 |
| TV (°C) | 0.872 | 0.283 | 0.230 | 1.290 |
| GDP (USD/person) | 1311.289 | 97.242 | 1137.625 | 1454.564 |
| POP (×107 persons) | 2.050 | 0.380 | 1.510 | 2.720 |
| GOVT (×109 USD) | 3.090 | 1.010 | 1.620 | 4.580 |
Table 3
Pearson correlation coefficients of the variables."
| lnAPPV | lnAP | lnAPI | lnPOP | lnTV | lnGDP | lnGOVT | |
|---|---|---|---|---|---|---|---|
| lnAPPV | 1.000 | ||||||
| lnAP | 0.461** | 1.000 | |||||
| (0.031) | |||||||
| lnAPI | 0.256 | 0.652*** | 1.000 | ||||
| (0.250) | (0.001) | ||||||
| lnPOP | 0.419* | 0.874*** | 0.415* | 1.000 | |||
| (0.052) | (0.000) | (0.055) | |||||
| lnTV | -0.101 | 0.396* | 0.169 | 0.528** | 1.000 | ||
| (0.656) | (0.068) | (0.452) | (0.012) | ||||
| lnGDP | 0.359 | 0.736*** | 0.388* | 0.769*** | 0.608*** | 1.000 | |
| (0.101) | (0.000) | (0.074) | (0.000) | (0.003) | |||
| lnGOVT | 0.396* | 0.720*** | 0.519** | 0.686*** | 0.481** | 0.755*** | 1.000 |
| (0.068) | (0.000) | (0.013) | (0.000) | (0.023) | (0.000) |
Table 4
Results of Augmented Dickey-Fuller (ADF) and Phillips-Perron (PP) unit root tests for stationarity."
| Variable | ADF unit root test | PP unit root test | Stationary | ||
|---|---|---|---|---|---|
| I(0) | I(1) | I(0) | I(1) | ||
| lnAPPV | -3.199** | - | -3.190** | - | I(0) |
| (0.020) | - | (0.021) | - | ||
| lnAP | -0.825 | -3.496*** | -0.838 | -3.473*** | I(1) |
| (0.812) | (0.008) | (0.808) | (0.009) | ||
| lnAPI | -2.182 | -3.989*** | -1.755 | -3.578*** | I(1) |
| (0.213) | (0.002) | (0.403) | (0.006) | ||
| lnTV | -4.799*** | - | -2.651* | -5.473*** | I(0) |
| (0.000) | - | (0.083) | (0.000) | ||
| lnGDP | -1.873 | -3.123** | -1.737 | -3.098** | I(1) |
| (0.345) | (0.025) | (0.412) | (0.027) | ||
| lnGOVT | -1.907 | -3.681*** | -1.806 | -3.741*** | I(1) |
| (0.329) | (0.004) | (0.378) | (0.004) | ||
| lnPOP | -1.130 | -3.958*** | 0.954 | -3.714*** | I(1) |
| (0.703) | (0.002) | (0.994) | (0.004) | ||
Table 5
Bounds test results for cointegration."
| Critical value | P-value | |||||||
|---|---|---|---|---|---|---|---|---|
| 10% significance level | 5% significance level | 1% significance level | ||||||
| Lower bound | Upper bound | Lower bound | Upper bound | Lower bound | Upper bound | Lower bound | Upper bound | |
| F-value | 2.746 | 4.237 | 3.462 | 5.249 | 5.411 | 7.972 | 0.004 | 0.021 |
| t-value | -2.523 | -3.963 | -2.956 | -4.527 | -3.900 | -5.770 | 0.000 | 0.004 |
| Decision | Reject | Reject | Inconclusive | - | ||||
| F-statistic | 6.644 | |||||||
| t-statistic | -6.527 | |||||||
Table 6
Autoregressive distributed lag-error correction model (ARDL-ECM) estimation results for the variables."
| Variable | Coefficient | Standard error | t-statistic | P-value | |
|---|---|---|---|---|---|
| Long-term relationship | lnAPPV | 4.901*** | 1.242 | 3.940 | 0.002 |
| lnAPI | 1.012* | 0.474 | 2.130 | 0.054 | |
| lnPOP | 13.635*** | 2.886 | 4.720 | 0.000 | |
| lnTV | -0.990*** | 0.235 | -4.210 | 0.001 | |
| lnGDP | 2.794 | 3.545 | 0.790 | 0.446 | |
| lnGOVT | -8.585*** | 1.795 | -4.780 | 0.000 | |
| Short-term relationship | Dl.(lnTV) | 0.519 | 0.315 | 1.650 | 0.125 |
| Error correction term | -1.490*** | 0.228 | -6.530 | 0.000 | |
| Constant | -146.483 | 36.453 | -4.020 | 0.002 | |
| R2 | 0.831 | ||||
Table 7
Diagnostic test results of the ARDL-ECM."
| Diagnostic test | Statistic value | P-value | Decision |
|---|---|---|---|
| Breusch-Godfrey Lagrange Multiplier test | 2.158 | 0.142 | No serial correlation |
| White test | 21.000 | 0.397 | Homoscedasticity |
| Lagrange Multiplier test for ARCH | 1.968 | 0.161 | No ARCH effects |
| RESET | 6.850 | 0.111 | No the omitted variables |
| Jarque-Bera test | 1.760 | 0.415 | Normality |
| Durbin-Watson statistic | 2.289 | - | No autocorrelation |
Fig. 2.
Cumulative sum of recursive residuals (a) and ordinary least squares (OLS) residuals of agricultural product price volatility (APPV) during 2000-2021. The gray area represents the 95% confidence interval around the null hypothesis of no structural break, while the red line represents the cumulative sum of residuals, indicating the stability of the model’s parameters."
Table 8
Results of the Granger causality test."
| Variable | Excluded variable | Chi2 | df | P-value>Chi2 |
|---|---|---|---|---|
| lnAPPV | lnAP | 6.588 | 2 | 0.037 |
| lnAPI | 9.863 | 2 | 0.007 | |
| lnPOP | 526.230 | 1 | 0.000 | |
| lnTV | 34.229 | 2 | 0.000 | |
| lnGDP | 18.023 | 2 | 0.000 | |
| lnGOVT | 2.642 | 2 | 0.267 | |
| lnAP | lnAPPV | 3.747 | 2 | 0.154 |
| lnAPI | 21.967 | 2 | 0.000 | |
| lnPOP | 440.110 | 1 | 0.000 | |
| lnTV | 2.485 | 2 | 0.289 | |
| lnGDP | 1.220 | 2 | 0.543 | |
| lnGOVT | 4.696 | 2 | 0.096 | |
| lnAPI | lnAPPV | 0.007 | 2 | 0.997 |
| lnAP | 9.828 | 2 | 0.007 | |
| lnPOP | 356.450 | 1 | 0.000 | |
| lnTV | 16.670 | 2 | 0.000 | |
| lnGDP | 10.040 | 2 | 0.007 | |
| lnGOVT | 3.594 | 2 | 0.166 | |
| lnPOP | lnAPPV | 0.599 | 2 | 0.741 |
| lnAP | 3.200 | 2 | 0.202 | |
| lnAPI | 6.659 | 2 | 0.036 | |
| lnTV | 6.619 | 2 | 0.037 | |
| lnGDP | 13.391 | 2 | 0.001 | |
| lnGOVT | 1.734 | 2 | 0.420 | |
| lnTV | lnAPPV | 24.776 | 2 | 0.000 |
| lnAP | 0.359 | 2 | 0.835 | |
| lnAPI | 32.945 | 2 | 0.000 | |
| lnPOP | 1983.300 | 1 | 0.000 | |
| lnGDP | 26.117 | 2 | 0.000 | |
| lnGOVT | 30.223 | 2 | 0.000 | |
| lnGDP | lnAPPV | 25.503 | 2 | 0.000 |
| lnAP | 43.133 | 2 | 0.000 | |
| lnAPI | 31.420 | 2 | 0.000 | |
| lnPOP | 952.450 | 1 | 0.000 | |
| lnTV | 16.786 | 2 | 0.000 | |
| lnGOVT | 38.956 | 2 | 0.000 | |
| lnGOVT | lnAPPV | 6.064 | 2 | 0.048 |
| lnAP | 128.400 | 2 | 0.000 | |
| lnAPI | 158.050 | 2 | 0.000 | |
| lnPOP | 699.120 | 1 | 0.000 | |
| lnTV | 26.673 | 2 | 0.000 | |
| lnGDP | 41.706 | 2 | 0.000 |
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