The Impact of Political Instability, Food Prices, and Crime Rate on Tourism: A Way toward Sustainable Tourism in Pakistan
Abstract
:1. Introduction
2. Literature Review
2.1. Relationship between Tourism and Political Instability
2.2. Relationship between Tourism and Exchange Rate
2.3. Relationship between Tourism and Food Prices
2.4. Relationship between Tourism and Crime Rate
3. Materials and Methods
4. Results and Discussion
4.1. Descriptive Statistics
4.2. Results of Unit Root Test
4.3. Non-Linear ARDL Estimations
4.4. Asymmetric Co-integration Test
4.5. Testing The Presence of Asymmetry
4.6. CUSUM and CUSUMQ Stability Graph
4.7. Dynamic Multiplier Graph
5. Conclusions, Future Recommendations, and Policy Implications
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Rauf, A.; Ozturk, I.; Ahmad, F.; Shehzad, K.; Chandiao, A.A.; Irfan, M.; Abid, S.; Jinkai, L. Do tourism development, energy consumption and transportation demolish sustainable environments? Evidence from Chinese provinces. Sustainability 2021, 13, 12361. [Google Scholar] [CrossRef]
- Fayissa, B.; Nsiah, C.; Tadesse, B. Research note: Tourism and economic growth in Latin American countries—Further empirical evidence. Tour. Econ. 2011, 17, 1365–1373. [Google Scholar] [CrossRef]
- World Tourism Organization. International Tourism Highlights, 2019 Edition; UNWTO: Madrid, Spain, 2019. [Google Scholar]
- Theocharous, A.L.; Seddighi, H.R. A model of tourism destination choice: A theoretical and empirical analysis. Tour. Manag. 2002, 23, 475–487. [Google Scholar]
- Hall, C.M. Tourism and Politics: Policy, Power and Place; John Wiley & Sons: Hoboken, NJ, USA, 1994; ISBN 0471949191. [Google Scholar]
- Mamoon, D.; Shield, R.; Javed, R.; Abbas, R.Z. Political Instability and Lessons for Pakistan: Case Study of 2014 PTI Sit in/Protests. J. Soc. Adm. Sci. 2017, 4, 27–37. [Google Scholar]
- Ranasinghe, R.; Deyshappriya, R. Analyzing the significance of tourism on Sri Lankan economy: An econometric analysis. Wayamba J. Manag. 2010, 1, 65–75. [Google Scholar]
- Khan, S.; Mahmud Arif, A.; Samad, A. Tourism problems in Pakistan: An analysis of earlier investigations. WALIA J. 2019, 35, 122–126. [Google Scholar]
- Rashid, W.; Shi, J.; Rahim, I.U.; Qasim, M.; Baloch, M.N.; Bohnett, E.; Yang, F.; Khan, I.; Ahmad, B. Modelling potential distribution of snow leopards in pamir, northern pakistan: Implications for human–snow leopard conflicts. Sustainability 2021, 13, 13229. [Google Scholar] [CrossRef]
- Khan, M.A.; Saeed, S. Twin deficits and saving-investment Nexus in Pakistan: Evidence from Feldstein-Horioka puzzle. J. Econ. Coop. Dev. 2012, 33, 1–36. [Google Scholar]
- Tiwari, A.K.; Shahbaz, M.; Adnan Hye, Q.M. The environmental Kuznets curve and the role of coal consumption in India: Cointegration and causality analysis in an open economy. Renew. Sustain. Energy Rev. 2013, 18, 519–527. [Google Scholar] [CrossRef] [Green Version]
- Afolabi, L.O.; Abu Bakar, N.A. Causal Link between Trade, Political Instability, FDI and Economic Growth: Nigeria Evidence. J. Econ. Libr. 2016, 3, 100–110. [Google Scholar]
- Asteriou, D.; Price, S. Political instability and economic growth: UK time series evidence. Scott. J. Political Econ. 2001, 48, 383–399. [Google Scholar] [CrossRef]
- Sweidan, O.D. Political Instability and Economic Growth: Evidence from Jordan. Rev. Middle East Econ. Financ. 2016, 12, 279–300. [Google Scholar] [CrossRef]
- Campos, N.F.; Karanasos, M.G.; Tan, B. Two to tangle: Financial development, political instability and economic growth in Argentina. J. Bank. Financ. 2012, 36, 290–304. [Google Scholar] [CrossRef] [Green Version]
- Devereux, M.B.; Wen, J.F. Political instability, capital taxation, and growth. Eur. Econ. Rev. 1998, 42, 1635–1651. [Google Scholar] [CrossRef]
- Grochová, L.; Kouba, L. Elite Political Instability and Economic Growth: An Empirical Evidence from the Baltic States; Working Papers in Business and Economics; Mendel University: Brno, Czech Republic, 2011. [Google Scholar]
- Butler, R.; Suntikul, W. Tourism and War; Routledge: London, UK, 2013; Volume 34, ISBN 0415674336. [Google Scholar]
- Moufakkir, O.; Kelly, I. Tourism, Progress and Peace; CABI: Wallingford, UK, 2010; ISBN 9781845936778. [Google Scholar]
- Adnan Hye, Q.M.; Ali Khan, R.E. Tourism-Led Growth Hypothesis: A Case Study of Pakistan. Asia Pac. J. Tour. Res. 2013, 18, 303–313. [Google Scholar] [CrossRef]
- Balcilar, M.; van Eyden, R.; Inglesi-Lotz, R.; Gupta, R. Time-varying linkages between tourism receipts and economic growth in South Africa. Appl. Econ. 2014, 46, 4381–4398. [Google Scholar] [CrossRef]
- Seghir, G.M.; Mostéfa, B.; Abbes, S.M.; Zakarya, G.Y. Tourism Spending-Economic Growth Causality in 49 Countries: A Dynamic Panel Data Approach. Procedia Econ. Financ. 2015, 23, 1613–1623. [Google Scholar] [CrossRef] [Green Version]
- Dogru, T.; Bulut, U. Is tourism an engine for economic recovery? Theory and empirical evidence. Tour. Manag. 2018, 67, 425–434. [Google Scholar] [CrossRef]
- Anoruo, E. Testing for linear and nonlinear causality between crude oil price changes and stock market returns. Int. J. Econ. Sci. Appl. Res. Provid. 2011, 4, 75–92. [Google Scholar]
- Bildirici, M.; Türkmen, C. The Chaotic Relationship between Oil Return, Gold, Silver and Copper Returns in TURKEY: Non-Linear ARDL and Augmented Non-linear Granger Causality. Procedia Soc. Behav. Sci. 2015, 210, 397–407. [Google Scholar] [CrossRef] [Green Version]
- Meo, M.S.; Chowdhury, M.A.F.; Shaikh, G.M.; Ali, M.; Masood Sheikh, S. Asymmetric impact of oil prices, exchange rate, and inflation on tourism demand in Pakistan: New evidence from nonlinear ARDL. Asia Pac. J. Tour. Res. 2018, 23, 408–422. [Google Scholar] [CrossRef]
- Alesina, A.; Perotti, R. Income distribution, political instability, and investment. Eur. Econ. Rev. 1996, 40, 1203–1228. [Google Scholar] [CrossRef] [Green Version]
- Mathews, R.L. Intergovernmental Relations in Australia; Angus & Robertson: Sydney, Australia, 1974; ISBN 0207129045. [Google Scholar]
- Hall, C.M.; Jenkins, J. Tourism and public policy. A Companion to Tourism; Blackwell Publishing Ltd.: Boston, MA, USA, 2004; pp. 525–540. [Google Scholar]
- Webster, C.; Ivanov, S.H. Tourism as a force for political stability. In The International Handbook on Tourism and Peace; Centre for Peace Research and Peace Education of the University Klagenfurt: Klagenfurt, Austria, 2013. [Google Scholar]
- Haddad, C.; Nasr, A.; Ghida, E.; Al Ibrahim, H. How to Re-emerge as a Tourism Destination after a Period of Political Instability. In The Travel & Tourism Competitiveness Report; 2015; pp. 53–57. Available online: https://www3.weforum.org/docs/TT15/WEF_TTCR_Chapter1.3_2015.pdf (accessed on 1 June 2022).
- Richter, L.K. After political turmoil: The lessons of rebuilding tourism in three Asian countries. J. Travel Res. 1999, 38, 41–45. [Google Scholar] [CrossRef]
- Altinay, L.; Altinay, M.; Bicak, H.A. Political scenarios: The future of the North Cyprus tourism industry. Int. J. Contemp. Hosp. Manag. 2002, 14, 176–182. [Google Scholar] [CrossRef]
- Bayar, Y.; Yener, B. Political stability and tourism sector development in Mediterranean countries: A panel cointegration and causality analysis. Eur. J. Tour. Res. 2019, 21, 23–32. [Google Scholar] [CrossRef]
- Causevic, S.; Lynch, P. Political (in) stability and its influence on tourism development. Tour. Manag. 2013, 34, 145–157. [Google Scholar] [CrossRef]
- Fletcher, J.; Morakabati, Y. Tourism activity, terrorism and political instability within the Commonwealth: The cases of Fiji and Kenya. Int. J. Tour. Res. 2008, 10, 537–556. [Google Scholar] [CrossRef]
- Khandaker, S.; Islam, S.Z. International Tourism Demand and Macroeconomic Factors. Int. J. Econ. Financ. Issues 2017, 7, 389. [Google Scholar]
- Adeola, O.; Boso, N.; Evans, O. Drivers of international tourism demand in Africa. Bus. Econ. 2018, 53, 25–36. [Google Scholar] [CrossRef]
- Hai, M.A.; Chik, A.R. Political stability: Country Image for tourism industry in Bangladesh. In Proceedings of the International Conference on Social Science, Economics and Art, Putrajaya, Malaysia, 2–3 January 2011. [Google Scholar]
- Farmaki, A.; Altinay, L.; Botterill, D.; Hilke, S. Politics and sustainable tourism: The case of cyprus. Tour. Manag. 2015, 47, 178–190. [Google Scholar] [CrossRef]
- Tosun, C.; Timothy, D.J. Shortcomings in planning approaches to tourism development in developing countries: The case of Turkey. Int. J. Contemp. Hosp. Manag. 2001, 13, 352–359. [Google Scholar] [CrossRef]
- Ingram, H.; Tabari, S.; Watthanakhomprathip, W. The impact of political instability on tourism: Case of Thailand. Worldw. Hosp. Tour. Themes 2013, 5, 92–103. [Google Scholar] [CrossRef]
- Baig, S.; Zehra, S. China-Pakistan economic corridor, governance, and tourism nexus: Evidence from Gilgit-Baltistan, Pakistan. Curr. Issues Tour. 2020, 23, 2884–2889. [Google Scholar] [CrossRef]
- Khan, K. Tourism downfall: Sectarianism an apparent major cause, in Gilgit-Baltistan (GB), Pakistan. J. Political Stud. 2012, 19, 155. [Google Scholar]
- Laborde, D.; Lakatos, C.; Martin, W. Poverty Impact of Food Price Shocks and Policies; World Bank Policy Research Working Paper 8724; World Bank: Washington, DC, USA, 2019. [Google Scholar]
- Ivanic, M.; Martin, W. Implications of higher global food prices for poverty in low-income countries. Agric. Econ. 2008, 39, 405–416. [Google Scholar] [CrossRef] [Green Version]
- FAO. The State of Food Security and Nutrition in the World 2018. Building Climate Resilience for Food Security and Nutrition–Policy Support and Governance; FAO: Rome, Italy, 2018; Volume 7. [Google Scholar]
- Henderson, J.C. Food tourism reviewed. Br. Food J. 2009, 111, 4. [Google Scholar] [CrossRef]
- Robinson, R.N.S.; Getz, D. Profiling potential food tourists: An Australian study. Br. Food J. 2014, 116, 690–706. [Google Scholar] [CrossRef]
- Tsai, C.T.S.; Wang, Y.C. Experiential value in branding food tourism. J. Destin. Mark. Manag. 2017, 6, 56–65. [Google Scholar] [CrossRef]
- Bessiere, J. Local development and heritage: Traditional food and cuisine as tourist attractions in rural areas. Sociol. Rural 1998, 38, 21–34. [Google Scholar] [CrossRef]
- Chang, T.Y.; Hsu, J.M. Development framework for tourism and hospitality in higher vocational education in Taiwan. J. Hosp. Leis. Sport Tour. Educ. 2010, 9, 101–109. [Google Scholar] [CrossRef]
- Sheth, J.N.; Newman, B.I.; Gross, B.L. Why we buy what we buy: A theory of consumption values. J. Bus. Res. 1991, 22, 159–170. [Google Scholar] [CrossRef]
- Sin, L.Y.M.; So, S.L.M.; Yau, O.H.M.; Kwong, K. Chinese women at the crossroads: An empirical study on their role orientations and consumption values in Chinese society. J. Consum. Mark. 2001, 18, 348–367. [Google Scholar] [CrossRef]
- Awuni, J.A.; Du, J. Sustainable Consumption in Chinese Cities: Green Purchasing Intentions of Young Adults Based on the Theory of Consumption Values. Sustain. Dev. 2016, 24, 124–135. [Google Scholar] [CrossRef]
- Gonçalves, H.M.; Lourenço, T.F.; Silva, G.M. Green buying behavior and the theory of consumption values: A fuzzy-set approach. J. Bus. Res. 2016, 69, 1484–1491. [Google Scholar] [CrossRef]
- Grönroos, C. Adopting a service logic for marketing. Mark. Theory 2006, 6, 317–333. [Google Scholar] [CrossRef] [Green Version]
- Yeo, B.L.; Mohamed, R.H.N.; Muda, M. A Study of Malaysian Customers Purchase Motivation of Halal Cosmetics Retail Products: Examining Theory of Consumption Value and Customer Satisfaction. Procedia Econ. Financ. 2016, 37, 176–182. [Google Scholar] [CrossRef]
- Williams, P.; Soutar, G.N. Value, Satisfaction And Behavioral Intentions in an Adventure Tourism Context. Ann. Tour. Res. 2009, 36, 413–438. [Google Scholar] [CrossRef]
- Park, H.J.; Rabolt, N.J. Cultural value, consumption value, and global brand image: A cross-national study. Psychol. Mark. 2009, 26, 714–735. [Google Scholar] [CrossRef]
- Holcomb, J.; Pizam, A. Do incidents of theft at tourist destinations have a negative effect on tourists’ decisions to travel to affected destinations? In Tourism, Security and Safety: From Theory to Practice, 4th ed.; Elsevier: Boston, MA, USA, 2006; pp. 105–124. [Google Scholar]
- Pizam, A.; Mansfeld, Y. Toward a Theory of Tourism Security. In Tourism, Security and Safety: From Theory to Practice, 4th ed.; 2006; pp. 1–27. Available online: https://www.cabdirect.org/cabdirect/abstract/20053217370 (accessed on 1 June 2022).
- Brown, W.J. Examining Four Processes of Audience Involvement With Media Personae: Transportation, Parasocial Interaction, Identification, and Worship. Commun. Theory 2015, 25, 259–283. [Google Scholar] [CrossRef]
- Mataković, H.; Cunjak Mataković, I. The impact of crime on security in tourism. Secur. Def. Q. 2019, 27, 1–20. [Google Scholar] [CrossRef]
- Ghaderi, Z.; Saboori, B.; Khoshkam, M. Does security matter in tourism demand? Curr. Issues Tour. 2017, 20, 552–565. [Google Scholar] [CrossRef]
- Prideaux, B.R. Korean outbound tourism: Australia’s response. J. Travel Tour. Mark. 1997, 7, 93–102. [Google Scholar] [CrossRef]
- Cohen, L.E.; Felson, M. Social Change and Crime Rate Trends: A Routine Activity Approach. Am. Sociol. Rev. 1979, 44, 588. [Google Scholar] [CrossRef]
- Crotts, J.C. Theoretical perspectives on tourist criminal victimisation. J. Tour. Stud. 1996, 7, 2–9. [Google Scholar]
- Becker, G.S. Crime and Punishment: An Economic Approach. J. Political Econ. 1968, 76, 169–217. [Google Scholar] [CrossRef] [Green Version]
- Montolio, D.; Planells-Struse, S. Does Tourism Boost Criminal Activity? Evidence From a Top Touristic Country. Crime Delinq. 2016, 62, 1597–1623. [Google Scholar] [CrossRef] [Green Version]
- Smeral, E. International tourism demand and the business cycle. Ann. Tour. Res. 2012, 39, 379–400. [Google Scholar] [CrossRef]
- Granger, C.W.J.; Yoon, G. Hidden Cointegration; Economics Working Papers; University of California: Berkeley, CA, USA, 2002. [Google Scholar]
- Dhaoui, A.; Bacha, S. Investor emotional biases and trading volume’s asymmetric response: A non-linear ARDL approach tested in S&P500 stock market. Cogent Econ. Financ. 2017, 5, 1274225. [Google Scholar]
- Ibrahim, M.H. Oil and food prices in Malaysia: A nonlinear ARDL analysis. Agric. Food Econ. 2015, 3, 2. [Google Scholar] [CrossRef] [Green Version]
- Koutroulis, A.; Panagopoulos, Y.; Tsouma, E. Asymmetry in the response of unemployment to output changes in Greece: Evidence from hidden co-integration. J. Econ. Asymmetries 2016, 13, 81–88. [Google Scholar] [CrossRef]
- Shin, Y.; Yu, B.; Greenwood-Nimmo, M. Modelling Asymmetric Cointegration and Dynamic Multipliers in a Nonlinear ARDL Framework. In Festschrift in Honor of Peter Schmidt; Springer: New York, NY, USA, 2014; pp. 281–314. [Google Scholar]
- Pesaran, M.H.; Shin, Y.; Pesaran, M.H.; Shin, Y. An autoregressive distributed-lag modelling approach to cointegration analysis. Econom. Soc. Monogr. 1999, 31, 371–413. [Google Scholar] [CrossRef]
- Shahbaz, M.; Islam, F. Financial Development and Income Inequality in Pakistan: An Application of ARDL Approach. J. Econ. Dev. 2011, 36, 35–57. [Google Scholar] [CrossRef]
- Ouattara, B. Modelling the Long Run Determinants of Private Investment in Senegal; Centre for Research in Economic Development and International Trade: Washington, DC, USA, 2004. [Google Scholar]
- Phillips, P.C.B.; Perron, P. Testing for a unit root in time series regression. Biometrika 1988, 75, 335–346. [Google Scholar] [CrossRef]
- Im, K.S.; Pesaran, M.H.; Shin, Y. Testing for unit roots in heterogeneous panels. J. Econom. 2003, 115, 53–74. [Google Scholar] [CrossRef]
- Maddala, G.S.; Wu, S. A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test. Oxf. Bull. Econ. Stat. 1999, 61, 631–652. [Google Scholar] [CrossRef]
- Ajmi, A.N.; Hammoudeh, S.; Nguyen, D.K.; Sarafrazi, S. How strong are the causal relationships between Islamic stock markets and conventional financial systems? Evidence from linear and nonlinear tests. J. Int. Financ. Mark. Inst. Money 2014, 28, 213–227. [Google Scholar] [CrossRef]
- Hendry, D.F. Dynamic Econometrics; Oxford University Press: Oxford, UK, 1995; ISBN 0198283164. [Google Scholar]
- Ivanov, S.; Gavrilina, M.; Webster, C.; Ralko, V. Impacts of political instability on the tourism industry in Ukraine. J. Policy Res. Tour. Leis. Events 2017, 9, 100–127. [Google Scholar] [CrossRef]
- Tomczewska-popowycz, N.; Quirini-popławski, Ł. Political instability equals the collapse of tourism in Ukraine? Sustainability 2021, 13, 4126. [Google Scholar] [CrossRef]
- Mohammed, A.M.; Sookram, S. The impact of crime on tourist arrivals—A comparative analysis of Jamaica and Trinidad and Tobago. Soc. Econ. Stud. 2015, 64, 153–176. [Google Scholar]
- Santana, G. Globalisation, safety and national security. In Tourism in the Age of Globalisation; Routledge: New York, NY, USA, 2005; pp. 227–255. [Google Scholar]
- Vellas, F.; Becherel, L. International Tourism: An Economic Perspective; Bloomsbury Publishing: London, UK, 1995; ISBN 1349240745. [Google Scholar]
- Richter, L.K.; Waugh, W.L. Terrorism and tourism as logical companions. Tour. Manag. 1986, 7, 230–238. [Google Scholar] [CrossRef]
- Edgell, D.L. Tourism Policy: The Next Millennium; Sagamore Publishing: Champaign, IL, USA, 1999. [Google Scholar]
- Timothy, D.J. Tourism and Political Boundaries; Routledge: London, UK, 2002. [Google Scholar]
- Knowles, T.; Diamantis, D.; El-Mourhabi, J.B. The Globalization of Tourism and Hospitality a Strategic Perspective; Wakefield Press: Adelaide, Australia, 2004. [Google Scholar]
- Baker, D.; Stockton, S. Tourism and Crime in America:: A Preliminary Assessment of the Relationship between the Number of Tourists and Crime in two Major American Tourist Cities. Ijssth 2014, 1, 1–25. [Google Scholar]
- Glensor, R.W.; Peak, K.J. Crimes against Tourists; US Department of Justice, Office of Community Oriented Policing Services: New York, NY, USA, 2004; ISBN 1932582363.
- Jones, C.B. Tourism impacts of the Los Angeles civil disturbances. In Proceedings of the 24th Annual Conference of the Travel and Tourism Research Association, Vancouver, BC, Canada, 11 June 1993; Volume 11. [Google Scholar]
- Bayramov, E.; Abdullayev, A. Effects of political conflict and terrorism on tourism: How crisis has challenged Turkey’s tourism develoment. Chall. Natl. Int. Econ. Policies 2018, 2018, 160–175. [Google Scholar]
- Elshaer, I.A.; Saad, S.K. Political instability and tourism in Egypt: Exploring survivors’ attitudes after downsizing. J. Policy Res. Tour. Leis. Events 2017, 9, 3–22. [Google Scholar] [CrossRef]
- Hall, C.M.; O’Sullivan, V. Tourism, Political Stability and Violence. Available online: https://scholar.google.com/scholar_lookup?title=Tourism%2C%20political%20stability%20and%20violence&publication_year=1996&author=C.%20Hall&author=V.%20O%27Sullivan (accessed on 1 June 2022).
- Alleyne, D.; Boxill, I. The impact of crime on tourist arrivals in Jamaica. Int. J. Tour. Res. 2003, 5, 381–391. [Google Scholar] [CrossRef]
- Neumayer, E. The Impact of Political Violence on Tourism: Dynamic Cross-national Estimation. J. Confl. Resolut. 2004, 48, 259–281. [Google Scholar] [CrossRef] [Green Version]
- Llorca-Vivero, R. Terrorism and International Tourism: New Evidence. Def. Peace Econ. 2008, 19, 169–188. [Google Scholar] [CrossRef]
- Brown, R.L.; Durbin, J.; Evans, J.M. Techniques for Testing the Constancy of Regression Relationships Over Time. J. R. Stat. Soc. Ser. B 1975, 37, 149–163. [Google Scholar] [CrossRef]
- Pesaran, M.H.; Pesaran, B. Working with Microfit 4.0: An Introduction to Econometrics; Oxford University Press: Oxford, UK, 1997. [Google Scholar]
- D’Amore, L.J. Tourism—A vital force for peace. Tour. Manag. 1988, 9, 151–154. [Google Scholar] [CrossRef]
- Kim, S.S.; Prideaux, B. Tourism, peace, politics and ideology: Impacts of the Mt. Gumgang tour project in the Korean Peninsula. Tour. Manag. 2003, 24, 675–685. [Google Scholar] [CrossRef]
- WTO. Tourism Can help Bring Peace in the Middle East Says WTO Secretary-General. Available online: https://www.hospitalitynet.org/news/4018704.html (accessed on 1 June 2022).
- Memon, A.P.; Memon, K.S.; Shaikh, S.; Memon, F. Political Instability: A case study of Pakistan. J. Political Stud. 2011, 18, 31. [Google Scholar]
- Suhail, B.; Qing, W.L. The Impact of Political Instability on Economic Growth in Pakistan. Rev. Argent. Clínica Psicológica 2021, 2, 189–199. Available online: https://www.revistaclinicapsicologica.com/data-cms/articles/20210329050219pmSSCI-589.pdf (accessed on 1 June 2022).
DTOUR | DPS | DNT | DFI | DEXR | DCR | |
---|---|---|---|---|---|---|
Mean | 0.076 | −0.023 | 0.338 | −0.037 | −0.382 | −0.073 |
Median | 0.143 | 0.000 | 0.113 | −0.220 | 0.440 | −0.025 |
Maximum | 0.725 | 0.101 | 3.925 | 6.345 | 4.090 | 0.400 |
Minimum | -0.620 | −0.269 | −2.005 | −3.320 | −7.200 | −1.100 |
Std. Dev. | 0.376 | 0.083 | 1.148 | 1.880 | 2.736 | 0.282 |
Skewness | −0.100 | −1.311 | 0.966 | 1.465 | −0.780 | −1.842 |
Kurtosis | 2.077 | 4.702 | 5.495 | 6.734 | 3.085 | 8.284 |
Jarque-Bera | 1.783 | 19.549 | 19.912 | 45.063 | 4.879 | 82.977 |
Probability | 0.410 | 0.000 | 0.000 | 0.000 | 0.087 | 0.000 |
Variables | ADF | PP | ||||||
---|---|---|---|---|---|---|---|---|
At Level | At 1st Difference | At Level | At 1st Difference | |||||
t-Value | p-Value | t-Value | p-Value | t-Value | p-Value | t-Value | p-Value | |
DTour | −2.616 | 0.0971 | −8.255 | 0.0000 *** | −3.471 | 0.0132 | −12.439 | 0.0000 *** |
DFI | −2.414 | 0.1439 | −5.525 | 0.000 *** | −2.000 | 0.2858 | −3.911 | 0.0040 *** |
Dcr | −1.3410 | 0.6028 | −3.128 | 0.0312 ** | −0.6055 | 0.8596 | 0.270 | 0.0220 ** |
DPS | −1.4496 | 0.5500 | −3.338 | 0.0186 ** | −1.281 | 0.06308 | −3.272 | 0.0219 ** |
DEXR | −2.493 | 0.1234 | −2.853 | 0.0576 * | −1.941 | 0.3112 | −3.028 | 0.0395 ** |
DNT | −1.419 | 0.5651 | −2.986 | 0.0435 ** | −0.0787 | 0.9458 | −3.121 | 0.0317 ** |
Variable | Coefficient | Std. Error | t-Statistic | Probability |
---|---|---|---|---|
C | −1.002604 | 0.012699 | −78.95436 | 0.0081 *** |
TOUR (−1) | −0.036376 | 0.000889 | −40.93074 | 0.0156 ** |
DPSPOS (−1) | −0.454379 | 0.002314 | −196.3485 | 0.0032 *** |
DPSNEG (−1) | −0.825425 | 0.002027 | −407.1658 | 0.0016 *** |
DCRPOS (−1) | −0.362648 | 0.001983 | −182.8956 | 0.0035 *** |
DCRNEG (−1) | −0.542358 | 0.000802 | −676.1237 | 0.0009 *** |
DFIPOS (−1) | −0.013763 | 0.000969 | −14.20131 | 0.0448 ** |
DFINEG (−1) | 0.148484 | 0.000355 | 418.0703 | 0.0015 |
DEXR (−1) | −0.000158 | 0.000194 | −0.811503 | 0.5660 ** |
DNT (−1) | 0.008713 | 0.000296 | 29.42348 | 0.0216 |
Prob (F.Stat.) | 0.000322 *** | R- Squared 0.774 | ||
F-Statistics | 60.50958 | Durbin-Wat | 2.158 |
Test Statistic | Value | df | Probability |
---|---|---|---|
F-statistic | 733016.30 | (7, 1) | 0.0009 |
Chi-square | 513111 | 7 | 0.0000 |
Test Statistic | Value | df | Probability |
---|---|---|---|
F-statistic | 2317.060 | (5, 1) | 0.0158 |
Chi-square | 11585.30 | 5 | 0.0000 |
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Rauf, A.; Abbas, A.M.A.; Rafiq, A.; Shakir, S.; Abid, S. The Impact of Political Instability, Food Prices, and Crime Rate on Tourism: A Way toward Sustainable Tourism in Pakistan. Sustainability 2022, 14, 16993. https://doi.org/10.3390/su142416993
Rauf A, Abbas AMA, Rafiq A, Shakir S, Abid S. The Impact of Political Instability, Food Prices, and Crime Rate on Tourism: A Way toward Sustainable Tourism in Pakistan. Sustainability. 2022; 14(24):16993. https://doi.org/10.3390/su142416993
Chicago/Turabian StyleRauf, Abdul, Ameer Muhammad Aamir Abbas, Asim Rafiq, Saifullah Shakir, and Saira Abid. 2022. "The Impact of Political Instability, Food Prices, and Crime Rate on Tourism: A Way toward Sustainable Tourism in Pakistan" Sustainability 14, no. 24: 16993. https://doi.org/10.3390/su142416993
APA StyleRauf, A., Abbas, A. M. A., Rafiq, A., Shakir, S., & Abid, S. (2022). The Impact of Political Instability, Food Prices, and Crime Rate on Tourism: A Way toward Sustainable Tourism in Pakistan. Sustainability, 14(24), 16993. https://doi.org/10.3390/su142416993