An Investigation OfStationarity Properties Of The Turkish Tourism Income Variable
Year 2017,
Volume: 9 Issue: 2, 37 - 49, 04.10.2017
Hasan Murat Ertuğrul
,
Selim Yıldırım
,
Fatih Ayhan
Abstract
Tourism has a
significant impact on economic growth as put forth by the tourism- led growth
hypothesis. Turkey’s earnings from tourism were 31.5 billion dollars in 2015
according to TURKSTAT. This implies that tourism is an important industry for
Turkey and has a significant impact on economy. Therefore, the question whether
a policy implementation in tourism is long-lasting or not is critical for both
the industry and whole economy. This study researches the persistence of
policies in tourism industry, employing tourism income series for period of 2009M1-2015M12
and tests the stationarity of this series using traditional unit root tests as
well as a wavelet-based unit root test developed by Fan and Gencay (2010). Both
seasonally adjusted and unadjusted series have been used. The empirical results
point out that the traditional unit root test has a proclivity to report that
tourism income series is I(1) or non-stationary. On the other hand, the
wavelet-base unit root test indicates that tourism income is stationary. The empirical
result of wavelet-based test implies that impact of a shock on this sector is
transitory. The income in tourism industry will return more or less back to its
meaning the following year.
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- Dickey, D., and W. Fuller (1979). Distributions of the Estimators for Autoregressive Time Series with a Unit Root, Journal of American Statistical Association, 75,427-431.
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- Ertuğrul, H.M. and Soytaş U.(2013). Sanayi Üretim Endeksinin Durağanlık Özellikleri, [The Stationarity Properties of the Industrial Production Index], Journal of Economics, Business and Finance (İktisat İşletme ve Finans), 28(328), 67-104.
- Fan Y. and Gencay R. (2010) Unit Root Test With Wavelets, Economic Theory, 26, 1005-1331.
- Franses P. H. (1996) Recent Advances In Modeling Seasonality, Journal Of Economic Surveys, 10(3), 299-345.
- Gasmi A (2013) Seasonal Adjustment Versus Seasonality Modelling: Effect On Tourism Demand Forecasting. Adv. Manage Appl. Econ., 3(4):119-132.
- Gautam, B. P. (2014). Economic Dynamics of Tourism in Nepal: A VECM Approach, MPRA, 58102, 1-19.
- Gil-Alana LA (2005) Modelling International Monthly Arrivals Using Seasonal Univariate Long-Memory Processes. Tourism Management, 26:867–878.
- Gujarati D.N. (2004). Economics - Basic Econometrics,McGraw-Hill.
- Hepaktan, C. E. ve S. Cınar (2010), Turizm Sektorünün Türkiye Ekonomisi Üzerindeki Etkileri[The Effects of Tourism Sector on Turkish Economy], University of Celal Bayar Journal of Economic and Administrative Sciences, 8 (2): 135-154.
- Kanca O.C.(2015). Turizm Gelirleri Ve Ekonomik Büyüme: Türkiye Örneği(1980-2013), [Tourism Revenues And Economic Growth: The Case Of Turkey (1980-2013)], The Journal of Marmara Social Research, 8, December 2015, 1-14.
- Khalil S., M.K.Kakar and Waliullah (2007). Role of Tourism in Economic Growth: Empirical Evidence from Pakistan Economy, The Pakistan Development Review, 46(4), Part II, 985-995.
- Kızılgöl, Ö. and Erbaykal, E. (2008). Türkiye’de Turizm Gelirleri ile Ekonomik Büyüme İlişkisi: Bir Nedensellik Analizi, [The Relationship Between Tourism Revenues And Economic Growth In Turkey: A Causality Analysis], Suleyman Demirel University The Journal of Faculty of Economics and Administrative Sciences, 13 (2), 351-360.
- Mallat S. (1989). A Theory For Multiresolution Signal Decomposition: The Wavelet Representation. IEEE Transactions on Pattern Analysis and Machine Intelligence, 11, 674-693.
- Mallat S.(1998). A wavelet Tour of Signal Processing, Academic Press.
- Ng, S. and Peron P. (2001). Lag Length Selection and the Construction of Unit Root Tests with Good Size and Power, Econometrica, 69(6), 1519–1554.
- Oh, C.O. (2005). The Contribution Of Tourism Development To Economic Growth In The Korean Economy, Tourism Management, 26, 39–44.
- Özcan, C.C.(2015). Turizm Gelirleri-Ekonomik Büyüme İlişkisinin Simetrik Ve Asimetrik Nedensellik Yaklaşımı İle Analizi: Türkiye Örneği, [Analysis Of Relationship Between Tourism Income And Economic Growth By Symmetric And Asymmetric Causality Approaches: The Case Of Turkey], University of Erciyes Journal of Economic and Administrative Sciences, 46, 177-199.
- Özdemir, A.R. and O.Öksüzler (2006). Türkiye’de Turizm Bir Ekonomik Büyüme Politikası Aracı Olabilir mi? Bir Granger Nedensellik Analizi, [Can Tourism Be An Economic Growth Policy Tool In Turkey? A Granger Causality Analysis], University of Balikesir Journal of Social Sciences Institute, 9(16), 107-126.
- Phillips, P., &Perron, P. (1988). Testing For A Unit Root In Time Series Regression, Biometrica, 75(2), 335–346.
- Polat E. and S.Günay (2012). Türkiye’de Turizm ve İhracat Gelirlerinin Ekonomik Büyüme Üzerindeki Etkisinin Testi: Eşbütünleşme ve Nedensellik Analizi,[The Test of the Effect of Tourism and Export Receipts on the Economic Growth in Turkey: Cointegration and Casuality Analysis], University of Süleyman Demirel Journal of Natural and Applied Sciences, 16-2, 204-211.
- Radunovic D. (2009) Wavelets From Math to Practice, Springer .
- Salimath C. (2011) Wavelets – A Brief Introduction to Theory and Applications: A Beginners Guide ToWavelets, Lap Lambert Academic Publishing.
- Shan J. and Wilson K.(2001).Causality Between Trade And Tourism: Empirical Evidence from China, Applied Economics Letters, 8:4, 279-283.
- Tang, C.F.(2013). Temporal Granger Causality and the Dynamics Relationship between Real Tourism Receipts, Real Income and Real Exchange Rates in Malaysia, International Journal Of Tourism Research, 15, 272–284.
- Wang B. and M.Xia(2013). A Study on the Relationship between Tourism Industry and Regional Economic Growth-A Case Study of Jiangsu Gaochun District, Modern Economy, 4, 482-488.
- Woodward ,W.E., Gray, H.L.. Elliot, A.C. (2011). Applied Time Series Analysis, CRC press.
- Yamak N., B.Tanrıöver and F.Güneysu (2012).Turizm-Ekonomik Büyüme İlişkisi: Sektör Bazında Bir İnceleme [Tourism-Economic Growth Relations: A Investigating On Basis Of Sector], Atatürk University Journal of Economic and Administrative Sciences, 26(2),205-220.
- Yavuz, N.Ç.(2006). Türkiye’de Turizm Gelirlerinin Ekonomik Büyümeye Etkisinin Testi :Yapısal Kırılma Ve Nedensellik Analizi, [Test For The Effect Of Tourism Receipts On Economic Growth In Turkey : Structural Break And Causality Analysis], Journal of Doğuş University, 7(2), 162-171.
- Yıldırım J. And Ocal N. (2004) Tourism and Economic Growth In Turkey, Journal of Ekonomik Yaklaşım, 15: 131-141.
Year 2017,
Volume: 9 Issue: 2, 37 - 49, 04.10.2017
Hasan Murat Ertuğrul
,
Selim Yıldırım
,
Fatih Ayhan
References
- AKTOB (2014). Turizm SektörününYapısı, Büyüklüğü Ve Ekonomiye Katkısı Araştırması : Turizm ve Konaklama Sektörünün Sosyo-Ekonomik Etkileri [The Research of the Structure, Size and Contrubution to the Economy: Socioeconomic Effects of Tourism and City-Package Sectors]. Retma Matbaa.
- Alleyne D (2003). Forecasting Tourist Arrivals: The Use Of Seasonal Unit Root Pre-Testing To Improve Forecasting Accuracy, Central Bank of Barbados Working Paper.
- Aslan, A. (2008). Türkiye’de Ekonomik Büyüme ve Turizm İlişkisi Üzerine Ekonometrik Analiz [An Econometric Analysis on Economic Growth and Tourism in Turkey], Erciyes University Journal of Social Sciences Institute, 13(2), 1-11.
- Bahar, O.(2006). Turizm Sektörünün Türkiye’nin Ekonomik Büyümesi ÜzerindekiEtkisi: VAR Analizi Yaklaşımı, [The Effect of Tourism Sector on the Economic Growth of Turkey: VAR Analysis Approach], Celal Bayar University Journal of Management And Economy, 13(2),137-150.
- Balaguer J. and M.C.Jordá (2002). Tourism As A Long Run Economic Growth Factor: The Spanish Case, Applied Economics, 34(7), 877-884.
- Balıkçıoğlu, E. and K.Oktay(2015). Türkiye’de Turizm Gelirleri ve Ekonomik Büyüme İlişkisinin Kamu Politikaları Doğrultusunda Değerlendirilmesi [An Assessment of the Relationship Between Tourism Revenues And Economic Growth In Turkey In Accordance With The Public Policy], Sosyoekonomi, 23(25), 113-125.
- Bayramoğlu T. and Y.O.Arı(2015). The Relationship Between Tourism And Economic Growth in Greece Economy: A Time Series Analysis, Computational Methods in Social Sciences, 3(1), 89-93.
- Butler R. W. (2001) Seasonality In Tourism: Issues an Implications, in Seasonality in Tourism (ed. Tom Baum and SvendLundtorp), Advances in Tourism Research Series, Routledge.
- Cannas, R. (2012) An Overview of Tourism Seasonality: Key Concepts And Policies, Alma Tourism: Journal of Tourism, Culture and Territorial Development 5, 40-58.
- Carmona R., Hwang W-L. And Toressani B. (1998) Practical Time-Frequency Analysis, Academic Press.
- Chen C. and S.Z.C.Wei(2009). Tourism Expansion, Tourism Uncertainty and Economic Growth: New Evidence from Taiwan and Korea”, Tourism Management, 30(6),812-818.
- Coşkun İ.O. and M.Özer (2014). A Reexamination Of The Tourism-Led Growth Hypothesis Under Growth And Tourism Uncertainties in Turkey, European Journal of Business and Social Sciences, 3(8) , November 2014, 256 – 272.
- Çoban, O. and C.C.Özcan (2013).Türkiye’de Turizm Gelirleri-Ekonomik Büyüme İlişkisi: Nedensellik Analizi (1963-2010), [The Relationship Between Economic Growth and Tourism Income of Turkey: A Casuality Analysis (1963-2010)], Eskişehir Osmangazi University Journal of Economic and Administrative Sciences, 8(1),243-261.
- Çetintaş, H. and Ç.Bektaş(2008). Türkiye’de Turizm ve Ekonomik Büyüme Arasındaki Kısa ve Uzun Dönemli İlişkiler, [The Long and Short Term Relationships between Tourism and Economic Growth in Turkey], Journal of Anatolia Tourism Research, 19(1),1-8.
- Dickey, D., and W. Fuller (1979). Distributions of the Estimators for Autoregressive Time Series with a Unit Root, Journal of American Statistical Association, 75,427-431.
- Dritsakis N. (2004). Tourism As A Long-Run Economic Growth Factor: An Empirical Investigation For Greece Using Causality Analysis, Tourism Economics, 10 (3), 305–316.
- Enders, W. (2004).Applied Econometric Time Series. New York: John Wiley and
Sons.
- Enders W. (2015) Applied Econometric Time Series, 4th ed., New York: John Wiley and Sons.
- Ertuğrul, H.M. & F. Mangir (2013). The Tourism Led Growth Hypothesis: Empirical Evidence from Turkey, Current Issues in Tourism, 18:7, 633-646.
- Ertuğrul, H.M. and Soytaş U.(2013). Sanayi Üretim Endeksinin Durağanlık Özellikleri, [The Stationarity Properties of the Industrial Production Index], Journal of Economics, Business and Finance (İktisat İşletme ve Finans), 28(328), 67-104.
- Fan Y. and Gencay R. (2010) Unit Root Test With Wavelets, Economic Theory, 26, 1005-1331.
- Franses P. H. (1996) Recent Advances In Modeling Seasonality, Journal Of Economic Surveys, 10(3), 299-345.
- Gasmi A (2013) Seasonal Adjustment Versus Seasonality Modelling: Effect On Tourism Demand Forecasting. Adv. Manage Appl. Econ., 3(4):119-132.
- Gautam, B. P. (2014). Economic Dynamics of Tourism in Nepal: A VECM Approach, MPRA, 58102, 1-19.
- Gil-Alana LA (2005) Modelling International Monthly Arrivals Using Seasonal Univariate Long-Memory Processes. Tourism Management, 26:867–878.
- Gujarati D.N. (2004). Economics - Basic Econometrics,McGraw-Hill.
- Hepaktan, C. E. ve S. Cınar (2010), Turizm Sektorünün Türkiye Ekonomisi Üzerindeki Etkileri[The Effects of Tourism Sector on Turkish Economy], University of Celal Bayar Journal of Economic and Administrative Sciences, 8 (2): 135-154.
- Kanca O.C.(2015). Turizm Gelirleri Ve Ekonomik Büyüme: Türkiye Örneği(1980-2013), [Tourism Revenues And Economic Growth: The Case Of Turkey (1980-2013)], The Journal of Marmara Social Research, 8, December 2015, 1-14.
- Khalil S., M.K.Kakar and Waliullah (2007). Role of Tourism in Economic Growth: Empirical Evidence from Pakistan Economy, The Pakistan Development Review, 46(4), Part II, 985-995.
- Kızılgöl, Ö. and Erbaykal, E. (2008). Türkiye’de Turizm Gelirleri ile Ekonomik Büyüme İlişkisi: Bir Nedensellik Analizi, [The Relationship Between Tourism Revenues And Economic Growth In Turkey: A Causality Analysis], Suleyman Demirel University The Journal of Faculty of Economics and Administrative Sciences, 13 (2), 351-360.
- Mallat S. (1989). A Theory For Multiresolution Signal Decomposition: The Wavelet Representation. IEEE Transactions on Pattern Analysis and Machine Intelligence, 11, 674-693.
- Mallat S.(1998). A wavelet Tour of Signal Processing, Academic Press.
- Ng, S. and Peron P. (2001). Lag Length Selection and the Construction of Unit Root Tests with Good Size and Power, Econometrica, 69(6), 1519–1554.
- Oh, C.O. (2005). The Contribution Of Tourism Development To Economic Growth In The Korean Economy, Tourism Management, 26, 39–44.
- Özcan, C.C.(2015). Turizm Gelirleri-Ekonomik Büyüme İlişkisinin Simetrik Ve Asimetrik Nedensellik Yaklaşımı İle Analizi: Türkiye Örneği, [Analysis Of Relationship Between Tourism Income And Economic Growth By Symmetric And Asymmetric Causality Approaches: The Case Of Turkey], University of Erciyes Journal of Economic and Administrative Sciences, 46, 177-199.
- Özdemir, A.R. and O.Öksüzler (2006). Türkiye’de Turizm Bir Ekonomik Büyüme Politikası Aracı Olabilir mi? Bir Granger Nedensellik Analizi, [Can Tourism Be An Economic Growth Policy Tool In Turkey? A Granger Causality Analysis], University of Balikesir Journal of Social Sciences Institute, 9(16), 107-126.
- Phillips, P., &Perron, P. (1988). Testing For A Unit Root In Time Series Regression, Biometrica, 75(2), 335–346.
- Polat E. and S.Günay (2012). Türkiye’de Turizm ve İhracat Gelirlerinin Ekonomik Büyüme Üzerindeki Etkisinin Testi: Eşbütünleşme ve Nedensellik Analizi,[The Test of the Effect of Tourism and Export Receipts on the Economic Growth in Turkey: Cointegration and Casuality Analysis], University of Süleyman Demirel Journal of Natural and Applied Sciences, 16-2, 204-211.
- Radunovic D. (2009) Wavelets From Math to Practice, Springer .
- Salimath C. (2011) Wavelets – A Brief Introduction to Theory and Applications: A Beginners Guide ToWavelets, Lap Lambert Academic Publishing.
- Shan J. and Wilson K.(2001).Causality Between Trade And Tourism: Empirical Evidence from China, Applied Economics Letters, 8:4, 279-283.
- Tang, C.F.(2013). Temporal Granger Causality and the Dynamics Relationship between Real Tourism Receipts, Real Income and Real Exchange Rates in Malaysia, International Journal Of Tourism Research, 15, 272–284.
- Wang B. and M.Xia(2013). A Study on the Relationship between Tourism Industry and Regional Economic Growth-A Case Study of Jiangsu Gaochun District, Modern Economy, 4, 482-488.
- Woodward ,W.E., Gray, H.L.. Elliot, A.C. (2011). Applied Time Series Analysis, CRC press.
- Yamak N., B.Tanrıöver and F.Güneysu (2012).Turizm-Ekonomik Büyüme İlişkisi: Sektör Bazında Bir İnceleme [Tourism-Economic Growth Relations: A Investigating On Basis Of Sector], Atatürk University Journal of Economic and Administrative Sciences, 26(2),205-220.
- Yavuz, N.Ç.(2006). Türkiye’de Turizm Gelirlerinin Ekonomik Büyümeye Etkisinin Testi :Yapısal Kırılma Ve Nedensellik Analizi, [Test For The Effect Of Tourism Receipts On Economic Growth In Turkey : Structural Break And Causality Analysis], Journal of Doğuş University, 7(2), 162-171.
- Yıldırım J. And Ocal N. (2004) Tourism and Economic Growth In Turkey, Journal of Ekonomik Yaklaşım, 15: 131-141.