| Literature DB >> 32287716 |
Hyun Jeong Kim1, Ming-Hsiang Chen2, SooCheong Shawn Jang3.
Abstract
This study examines the causal relationship between tourism expansion and economic development in Taiwan. A Granger causality test is performed following the cointegration approach to reveal the direction of causality between economic growth and tourism expansion. Test results indicate a long-run equilibrium relationship and further a bi-directional causality between the two factors. In other words, in Taiwan, tourism and economic development reinforce each other. A discussion follows and managerial implications are identified based on the empirical findings.Entities:
Keywords: Cointegration; Economic development; Granger causality; Taiwan; Tourism expansion
Year: 2005 PMID: 32287716 PMCID: PMC7126590 DOI: 10.1016/j.tourman.2005.05.011
Source DB: PubMed Journal: Tour Manag ISSN: 0261-5177
Fig. 1The time trend of LGDP and LTOUR.
Fig. 2The annual growth rates of GDP and tourist arrivals.
Descriptive statistics of growth rates of GDP and tourist arrivals (TOUR)
| Data frequency | Quarterly (1971:I–2003:II) | Annual (1956–2002) | ||
|---|---|---|---|---|
| Variable (Growth rates) | GDP (%) | TOUR (%) | GDP (%) | TOUR (%) |
| Mean | 2.90 | 2.46 | 12.78 | 13.03 |
| Maximum | 16.41 | 26.91 | 35.75 | 78.56 |
| Minimum | −8.22 | −29.14 | −21.49 | −7.99 |
| Standard deviation | 3.61 | 6.76 | 10.87 | 16.55 |
Unit root tests
| Data frequency | Quarterly (1971:I–2003:II) | Annual (1956–2002) | ||
|---|---|---|---|---|
| Variable (Level) | LGDP | LTOUR | LGDP | LTOUR |
| ADF | −0.15 (4) | −1.86 (3) | −1.04 (2) | −1.78 (2) |
| PP | −0.57 (4) | −2.39 (4) | −1.04 (3) | −1.76 (3) |
| Variable (First difference) | ΔLGDP | ΔLTOUR | ΔLGDP | ΔLTOUR |
| ADF | −10.98* (4) | −6.40 | −2.91 | −4.96 |
| PP | −10.98 | −6.28 | −4.87 | −4.35 |
Note:Δ denotes the first difference of variable under consideration. The ADF and PP test equations include an intercept but no time trend because the inclusion of a time trend does not generate significantly different results. The optimal lags selected for the ADF test and the truncation lag for the PP test based on the Akaike information criterion (AIC, Judge, Griffiths, Hill, Lutkepohl, & Lee, 1985) and the Schwartz Bayesian criterion (SBC, Schwarz, 1978) are in parentheses. MacKinnon (1991) critical value for rejection of the null hypothesis of a unit root at the 5% level is −2.88 for both tests. The symbol * indicates that the null hypothesis can be rejected at the 5% level.
Cointegration tests between economic growth and tourism expansion
| Null hypothesis ( | Trace statistic | Maximum eigenvalue statistic | ||
|---|---|---|---|---|
| Quarterly LGDP and LTOUR [5] | 25.48 ** (15.41/20.04) | 4.16 * (3.76/6.65) | 21.32 ** (14.07/18.63) | 4.16* (3.76/6.65) |
| Annual LGDP and LTOUR [3] | 28.86 ** (15.41/20.04) | 6.08* (3.76/6.65) | 22.79 ** (14.07/18.63) | 6.08* (3.76/6.65) |
Note: The optimal lags selected based on AIC and SBC are in brackets. Osterwald-Lenum (1992) critical values for rejection of the null hypothesis at the 5% and 1% level are in parentheses. The symbol * and ** indicate that the null can be rejected at the 5% and 1% level, respectively.
Granger causality tests with quarterly data (1971:I–2003:II)
| Null: LGDP does not Granger cause LTOUR | Null: LTOUR does not Granger cause LGDP | |||
|---|---|---|---|---|
| Optimal lag | 6 | 6 | ||
| 4.23 (0.00) | 4.66 (0.00) | |||
| Sum of lagged coefficients | 0.02 | 0.02 | ||
| Lag structure | ||||
| 4 | 5.71 | 0.00 | 2.73 | 0.03 |
| 5 | 6.20 | 0.00 | 9.58 | 0.00 |
| 7 | 3.92 | 0.00 | 6.23 | 0.00 |
| 8 | 2.60 | 0.01 | 6.44 | 0.00 |
Granger causality tests with annual data (1956–2002)
| Null: LGDP does not Granger cause LTOUR | Null: LTOUR does not Granger cause LGDP | |||
|---|---|---|---|---|
| Optimal lag | 3 | 3 | ||
| 3.65 (0.02) | 8.29 (0.00) | |||
| Sum of lagged coefficients | 0.06 | 0.10 | ||
| Lag structure | ||||
| 1 | 4.66 | 0.04 | 18.54 | 0.00 |
| 2 | 1.09 | 0.35 | 9.26 | 0.00 |
| 4 | 2.22 | 0.09 | 2.11 | 0.10 |
| 5 | 0.80 | 0.56 | 2.89 | 0.03 |
Fig. 3The time trend of the monthly tourist arrivals Dotted line 1= The 921 Earthquake (9/1999); Dotted line 2= The 911 Terrorist Attacks (9/2001); Dotted line 3= The SARS Outbreak (4/2003).