J. Khadan1 R. Seecharan2 - Home | CERT · 2019. 5. 1. · J. Khadan1 R. Seecharan2 E. Strobl3...
Transcript of J. Khadan1 R. Seecharan2 - Home | CERT · 2019. 5. 1. · J. Khadan1 R. Seecharan2 E. Strobl3...
![Page 1: J. Khadan1 R. Seecharan2 - Home | CERT · 2019. 5. 1. · J. Khadan1 R. Seecharan2 E. Strobl3 1Inter-American Development Bank 2Roayal Bank of Canada 3University of Bern Khadan, Seecharan,](https://reader033.fdocuments.us/reader033/viewer/2022060908/60a3521996dceb5a915e4b3b/html5/thumbnails/1.jpg)
1/15
Introduction Data Econometric Model Cumulative IRFs Conclusion
Coming by Air or by BoatWhich Type of Tourist is Better for the Caribbean?
J. Khadan1 R. Seecharan2
E. Strobl3
1Inter-American Development Bank
2Roayal Bank of Canada
3University of Bern
Khadan, Seecharan, Strobl Annual Monetary Studies Conference 2018
Coming by Air or by Boat
![Page 2: J. Khadan1 R. Seecharan2 - Home | CERT · 2019. 5. 1. · J. Khadan1 R. Seecharan2 E. Strobl3 1Inter-American Development Bank 2Roayal Bank of Canada 3University of Bern Khadan, Seecharan,](https://reader033.fdocuments.us/reader033/viewer/2022060908/60a3521996dceb5a915e4b3b/html5/thumbnails/2.jpg)
2/15
Introduction Data Econometric Model Cumulative IRFs Conclusion
Introduction
Caribbean Tourism 2017 (WTTC, 2017):
15 % (5 % direct) contribution to GDP13 % (4 % direct) contribution to Employment
Likely to rise by a further 4 percentage points in next 10 yrs(WTTC, 2017)
Important feature: the share of Cruise of total tourists hasbeen rising steadily
1980: 55 %2017: 90 %
Khadan, Seecharan, Strobl Annual Monetary Studies Conference 2018
Coming by Air or by Boat
![Page 3: J. Khadan1 R. Seecharan2 - Home | CERT · 2019. 5. 1. · J. Khadan1 R. Seecharan2 E. Strobl3 1Inter-American Development Bank 2Roayal Bank of Canada 3University of Bern Khadan, Seecharan,](https://reader033.fdocuments.us/reader033/viewer/2022060908/60a3521996dceb5a915e4b3b/html5/thumbnails/3.jpg)
3/15
Introduction Data Econometric Model Cumulative IRFs Conclusion
Introduction
Common Complaint #1: Cruise tourism contributes much lessto the local economy than Non-Cruise tourism:
No accommodation expenditureNon-accomodation spending also lower (roughly 50 % less perday)Purchases by cruise lines mostly done elsewhere
But:No reliable quantitative evidenceIndirect impact is also likely to be important
Common Complaint #2: Cruise tourism ’crowds out’Non-Cruise tourism
But:No reliable quantitative evidence either
Khadan, Seecharan, Strobl Annual Monetary Studies Conference 2018
Coming by Air or by Boat
![Page 4: J. Khadan1 R. Seecharan2 - Home | CERT · 2019. 5. 1. · J. Khadan1 R. Seecharan2 E. Strobl3 1Inter-American Development Bank 2Roayal Bank of Canada 3University of Bern Khadan, Seecharan,](https://reader033.fdocuments.us/reader033/viewer/2022060908/60a3521996dceb5a915e4b3b/html5/thumbnails/4.jpg)
4/15
Introduction Data Econometric Model Cumulative IRFs Conclusion
This Paper
This paper investigates:
1 Extent of ’Crowding Out’2 Comparison of total (direct & indirect) Impact on Economic
Activity
To do so:
1 Assembles monthly data set of cruise and non-cruise touristarrivals and GDP
2 Estimates a Panel VAR
Khadan, Seecharan, Strobl Annual Monetary Studies Conference 2018
Coming by Air or by Boat
![Page 5: J. Khadan1 R. Seecharan2 - Home | CERT · 2019. 5. 1. · J. Khadan1 R. Seecharan2 E. Strobl3 1Inter-American Development Bank 2Roayal Bank of Canada 3University of Bern Khadan, Seecharan,](https://reader033.fdocuments.us/reader033/viewer/2022060908/60a3521996dceb5a915e4b3b/html5/thumbnails/5.jpg)
5/15
Introduction Data Econometric Model Cumulative IRFs Conclusion
Data Sources
1 Cruise and Air Arrivals:
Source: Caribbean Tourism OrganizationMonthly data from 2000
2 Economic Activity:
Nightlight intensity as a proxy for economic activitySource: DMSP SatellitesMonthly at approx. 1km2 for 1992-2013 (0-63 scale) →aggregate to national levelBut: What do nightlights Really capture?
3 Sample: 2000-2013 for 22 Caribbean islands
Khadan, Seecharan, Strobl Annual Monetary Studies Conference 2018
Coming by Air or by Boat
![Page 6: J. Khadan1 R. Seecharan2 - Home | CERT · 2019. 5. 1. · J. Khadan1 R. Seecharan2 E. Strobl3 1Inter-American Development Bank 2Roayal Bank of Canada 3University of Bern Khadan, Seecharan,](https://reader033.fdocuments.us/reader033/viewer/2022060908/60a3521996dceb5a915e4b3b/html5/thumbnails/6.jpg)
6/15
Introduction Data Econometric Model Cumulative IRFs Conclusion
Cruise and Air Arrivals
Khadan, Seecharan, Strobl Annual Monetary Studies Conference 2018
Coming by Air or by Boat
![Page 7: J. Khadan1 R. Seecharan2 - Home | CERT · 2019. 5. 1. · J. Khadan1 R. Seecharan2 E. Strobl3 1Inter-American Development Bank 2Roayal Bank of Canada 3University of Bern Khadan, Seecharan,](https://reader033.fdocuments.us/reader033/viewer/2022060908/60a3521996dceb5a915e4b3b/html5/thumbnails/7.jpg)
7/15
Introduction Data Econometric Model Cumulative IRFs Conclusion
Cruise and Air Arrivals - Fractional-Polynomial Trend Fit
Khadan, Seecharan, Strobl Annual Monetary Studies Conference 2018
Coming by Air or by Boat
![Page 8: J. Khadan1 R. Seecharan2 - Home | CERT · 2019. 5. 1. · J. Khadan1 R. Seecharan2 E. Strobl3 1Inter-American Development Bank 2Roayal Bank of Canada 3University of Bern Khadan, Seecharan,](https://reader033.fdocuments.us/reader033/viewer/2022060908/60a3521996dceb5a915e4b3b/html5/thumbnails/8.jpg)
8/15
Introduction Data Econometric Model Cumulative IRFs Conclusion
Nightlight Intensity - 2013
Khadan, Seecharan, Strobl Annual Monetary Studies Conference 2018
Coming by Air or by Boat
![Page 9: J. Khadan1 R. Seecharan2 - Home | CERT · 2019. 5. 1. · J. Khadan1 R. Seecharan2 E. Strobl3 1Inter-American Development Bank 2Roayal Bank of Canada 3University of Bern Khadan, Seecharan,](https://reader033.fdocuments.us/reader033/viewer/2022060908/60a3521996dceb5a915e4b3b/html5/thumbnails/9.jpg)
9/15
Introduction Data Econometric Model Cumulative IRFs Conclusion
Relationship b/w Island Level GDP and Nightlights
Khadan, Seecharan, Strobl Annual Monetary Studies Conference 2018
Coming by Air or by Boat
![Page 10: J. Khadan1 R. Seecharan2 - Home | CERT · 2019. 5. 1. · J. Khadan1 R. Seecharan2 E. Strobl3 1Inter-American Development Bank 2Roayal Bank of Canada 3University of Bern Khadan, Seecharan,](https://reader033.fdocuments.us/reader033/viewer/2022060908/60a3521996dceb5a915e4b3b/html5/thumbnails/10.jpg)
10/15
Introduction Data Econometric Model Cumulative IRFs Conclusion
Panel VAR
Panel VAR Model:
Yit = Yit−1A1 + ...Yit−pAp + XitBt + µi + εit (1)
Y: Cruise Arrivals, Air Arrivals, Economic ActivityA: Coefficients to be estimatedB: Exogenous (predetermined) factors (year and monthdummies for now)µi : Island specific effects; εit : Error Term
Causal Ordering: Cruise Arrivals −→ Air Arrivals −→Economic Activity
Khadan, Seecharan, Strobl Annual Monetary Studies Conference 2018
Coming by Air or by Boat
![Page 11: J. Khadan1 R. Seecharan2 - Home | CERT · 2019. 5. 1. · J. Khadan1 R. Seecharan2 E. Strobl3 1Inter-American Development Bank 2Roayal Bank of Canada 3University of Bern Khadan, Seecharan,](https://reader033.fdocuments.us/reader033/viewer/2022060908/60a3521996dceb5a915e4b3b/html5/thumbnails/11.jpg)
11/15
Introduction Data Econometric Model Cumulative IRFs Conclusion
Panel VAR
Panel Unit Root Tests: all 3 series have a unit root, but aredifference stationary ⇒
∆Yit = ∆Yit−1A1 + ...∆Yit−pAp + XitBt + µi + εit (2)
AIC, BIC, and HQIC ⇒ 14 (?) lags
Estimation of (2): since T>30 and T>N → LSDV estimator(Bun and Kiviet, 2006)
Khadan, Seecharan, Strobl Annual Monetary Studies Conference 2018
Coming by Air or by Boat
![Page 12: J. Khadan1 R. Seecharan2 - Home | CERT · 2019. 5. 1. · J. Khadan1 R. Seecharan2 E. Strobl3 1Inter-American Development Bank 2Roayal Bank of Canada 3University of Bern Khadan, Seecharan,](https://reader033.fdocuments.us/reader033/viewer/2022060908/60a3521996dceb5a915e4b3b/html5/thumbnails/12.jpg)
12/15
Introduction Data Econometric Model Cumulative IRFs Conclusion
Air Arrivals −→ Cruise Arrivals
Khadan, Seecharan, Strobl Annual Monetary Studies Conference 2018
Coming by Air or by Boat
![Page 13: J. Khadan1 R. Seecharan2 - Home | CERT · 2019. 5. 1. · J. Khadan1 R. Seecharan2 E. Strobl3 1Inter-American Development Bank 2Roayal Bank of Canada 3University of Bern Khadan, Seecharan,](https://reader033.fdocuments.us/reader033/viewer/2022060908/60a3521996dceb5a915e4b3b/html5/thumbnails/13.jpg)
13/15
Introduction Data Econometric Model Cumulative IRFs Conclusion
Cruise Arrivals −→ Air Arrivals
Khadan, Seecharan, Strobl Annual Monetary Studies Conference 2018
Coming by Air or by Boat
![Page 14: J. Khadan1 R. Seecharan2 - Home | CERT · 2019. 5. 1. · J. Khadan1 R. Seecharan2 E. Strobl3 1Inter-American Development Bank 2Roayal Bank of Canada 3University of Bern Khadan, Seecharan,](https://reader033.fdocuments.us/reader033/viewer/2022060908/60a3521996dceb5a915e4b3b/html5/thumbnails/14.jpg)
14/15
Introduction Data Econometric Model Cumulative IRFs Conclusion
Air/Cruise Arrivals −→ Economic Activity
Air Cruise
Khadan, Seecharan, Strobl Annual Monetary Studies Conference 2018
Coming by Air or by Boat
![Page 15: J. Khadan1 R. Seecharan2 - Home | CERT · 2019. 5. 1. · J. Khadan1 R. Seecharan2 E. Strobl3 1Inter-American Development Bank 2Roayal Bank of Canada 3University of Bern Khadan, Seecharan,](https://reader033.fdocuments.us/reader033/viewer/2022060908/60a3521996dceb5a915e4b3b/html5/thumbnails/15.jpg)
15/15
Introduction Data Econometric Model Cumulative IRFs Conclusion
Conclusion
Findings:1 Some ’crowding out’ b/w Cruise and Air tourism, particularly
Cruise → Air arrivals2 Evidence of impact of Air and Cruise tourism on Local
Economy, with Air tourism more immediate, and Cruisetourism more long-term
Caveats:Nightlights as a measure of GDPImprecision of the estimatesFailure to take account of tourism expenditure
Future Research could focus on:Spillovers between islandsRole of tourism type in absorbing shocks (ex: hurricanes)
Khadan, Seecharan, Strobl Annual Monetary Studies Conference 2018
Coming by Air or by Boat