Tourism Demand Forecasting and Its Requirements for Statistics

Similar documents
FACTORS THAT AFFECTED INTERNATIONAL TOURISTS DEMAND OF ASEAN COUNTRIES IN THAILAND

Predicting the present with Google Trends. -Hyunyoung Choi -Hal Varian

Revenue Determinants in Tourism Market

The Impact of the Culture Distance on Tourism Demand--An Econometric Method from a Global Perspective

Tourism Equilibrium Price Trends

Tourism and Hospitality Management (THM)

Tourism in National Accounting

Global Financial/Economic Crisis and Tourist Arrival Forecasts. for Hong Kong

Air Passenger Demand Model (Apdm): Econometric Model For Forecasting Demand In Passenger Air Transports In Nepal

Estimates of the Return on Marketing Investment for Australian Inbound Tourism

ARTICLE IN PRESS. Available online at Mathematics and Computers in Simulation xxx (2008) xxx xxx

Examining the structural relationships of tourist characteristics and destination satisfaction

Forecasting tourism-generated employment: the case of Denmark

9395 TRAVEL AND TOURISM

Indifference Curve Supremacy in Tourism Consumption Behaviour: Case of Zimbabwe Destination

9395 TRAVEL AND TOURISM

Advanced Diploma in Tourism and Hospitality Management

Chapter- 9 STRATEGIC MARKETING PLANNING FOR THE TOURISM INDUSTRY OF JAMMU AND KASHMIR

M.S. in TOURISM MANAGEMENT

9395 TRAVEL AND TOURISM

REGIONAL VARIATIONS IN TOURIST CONSUMPTION PATTERNS: A MODEL OF DEMAND FOR DOMESTIC TOURISM IN AUSTRALIA

THE ECONOMIC IMPACT OF CLIMATE CHANGE ON THE NEW ENGLAND REGION

GLOBAL MARKET RESEARCH TOOLS FOR BUSINESS SOLUTIONS

AIRPORT SYSTEMS PLANNING AND DESIGN. Assignment 1 (Forecasting Exercise) -- Answer Sheet. Prepared by Richard de Neufville

Examination of an Extended Theory of Planned Behavior Model on Overseas Tourism Shopping

Cambridge Assessment International Education Cambridge International Advanced Subsidiary and Advanced Level. Published

Examination of an Extended Theory of Planned Behavior Model on Overseas Tourism Shopping

Examination of an Extended Theory of Planned Behavior Model on Overseas Tourism Shopping

Game-theoretic study of the dynamics of tourism supply chains for package holidays under quantity competition

SELECT EXPERIENCE IN THE TRAVEL AND TOURISM INDUSTRY

0471 TRAVEL AND TOURISM

DETERMINANTS OF ADVANCED BOOKING. Juan L. Nicolau Dpt. of Marketing Faculty of Economics University of Alicante, Spain

LEARNING RESOURCES Special ICTS Requirements: Additional Requirements:

STUDY SUBJECTS TAUGHT IN ENGLISH FOR EXCHANGE STUDENTS SPRING SEMESTER 2017/2018

Journal of the Statistical and Social Inquiry Society of Ireland Vol. XXVII, Part IV DEMAND ANALYSIS IN IRISH TOURISM

Tourism demand modelling and forecasting: how should demand be measured?

0471 TRAVEL AND TOURISM

9395 TRAVEL AND TOURISM

UNSD REGIONAL TRADE IN SERVICES WORKSHOP

Determinants of Length of Stay: a general ordinal logit approach

PROJECT TITLE: IMPROVE ENERGY, WATER & WASTE MANAGEMENT EFFICIENCY IN CAPE VERDE S TOURISM SECTOR

THE BURBANK HOSPITALITY ASSOCIATION. Fiscal Year Annual Report & Accomplishments for Fiscal Year

An econometric approach to tourism demand: Arrivals from UK and Australia to Turkey

Terms of Reference. 1. Background to the assignment

Call for Expression of Interest

TOURISM & THE CREATIVE ECONOMY: Source of growth and jobs. Jane Stacey Policy Analyst

The Importance-Performance Analysis: an Evaluation of Tourist Satisfaction with the Destination Attributes

Research note: The exchange rate, euro switch and tourism revenue in Greece

Hospitality and Tourism. Broad-based Courses

Tel: , Fax: , Privat ID-kod: HR-C MBPS:

Index shows high Corporate Social Responsibility level in Hong Kong for 2nd year

Place Marketing Buyer Behaviour: A Model of Australian Convention Sites. Geoffrey I. Crouch La Trobe University

Greek Hotel Employees Education Level and Company Performance

SYSTEM OF COMPOSITE INDICATORS OF THE ECONOMIC ACTIVITY OF SERBIA (VIPAS) IN SHORT TERM FORECASTING OF GDP

BA(HONS) AVIATION, HOS PITALITY AND TOURISM *

Las Vegas Sands Corp. Reports Landmark Fourth Quarter and Full Year 2011 Results

College: Department: Course ID: Full Course Description: Course ID: Full Course Description: Course ID: Full Course Description: Course ID:

Basic Tourism Units and Concepts

TRAVEL AND TOURISM 7096/22 Paper 2 Alternative to Coursework October/November 2016 MARK SCHEME Maximum Mark: 100. Published

Expense Description. Travel Expenses $ 20, Local Business and Travel Expenses $ 5,542.67

Seasonal Tourism Demand Models from USA to Greece

Regional Municipality of Halton. Application for Tourism Exemption from the Retail Business Holidays Act

The First Quarter of 2013 Analysis of All Industrial Activities Summary Contents

9395 TRAVEL AND TOURISM

9395 Travel and Tourism June 2009

Vision Statement. To position the Caribbean as the most desirable, year round, warm weather destination.

Transport Economics. Energy Summer School, 2017 Selena Sheng Energy Centre, Business School, UoA 27/02/2017

Scope of the Report Travel Luggage Market

9707 BUSINESS STUDIES

SMART TOURISM DESTINATIONS Current and Future Trends

Siam University IMBA Course Composition. 1. Core Courses. Students must complete 9 of the following required core courses:

0471 TRAVEL AND TOURISM

Collaborative Economy: estimation methods for the accommodation sector. Results from the demand approach

The Main Aggregates in Reconciling Supply and Demand and Integration with the National Accounts. The Bahamas TSA Experience

Modeling Tourism Demand in Japan Using Cointegration and Error correction Model

Evaluating the use of the web for tourism marketing in Hong Kong

9395 TRAVEL AND TOURISM

Cambridge International Examinations Cambridge International General Certificate of Secondary Education. Published

Week 1 Business Forecasting

7096 TRAVEL AND TOURISM

Return on Investment for VISIT FLORIDA

Innovative Place Branding during Olympic Games Case Studies from Turin 2006, Beijing 2008 and Vancouver 2010

The Determinants of Tourism Demand: The Portuguese Case

9395 TRAVEL AND TOURISM 9395/03 Paper 3 (International Business & Leisure Travel Services), maximum raw mark 100

Developing islands passenger transport connectivity indices

7096 TRAVEL AND TOURISM

Tourism Supply Chains: A Conceptual Framework

9395 TRAVEL AND TOURISM

9395 TRAVEL AND TOURISM

Meta-evaluation: the 'evaluation of evaluations'

Working Paper. A note on the effectiveness of price policy on tourist arrivals to Greece WORKINKPAPERWORKINKPAPERWORKINKPAPERWORKINKPAPERWORKINKPAPER

Opportunities and Challenges

Chapter 4. Price Determination

GCSE GEOGRAPHY YR 11 KNOWLEDGE BOOK FIELDWORK

Information and Information Processing Requirements of Yield Management in Capacity Constrained Service Firms

Introduction to the Economic Development Partnership of North Carolina. Joint Appropriations Committee February 24, 2015

The Competitiveness of a Tourist Destination: One Answer or two?

Ten Years of the Skye Bridge Lessons, questions and implications

9395 TRAVEL AND TOURISM 9395/03 Paper 3 (International Business & Leisure Travel Services), maximum raw mark 100

The effect of Hallyu on tourism in Korea

Transcription:

Tourism Demand Forecasting and Its Requirements for Statistics Prof. Haiyan Song School of Hotel and Tourism Management The Hong Kong Polytechnic University Why Accurate forecasts of tourism demand are essential for efficient planning by tourismrelated businesses Prediction of long-term demand for tourism related infrastructure often forms an important part of investment project appraisal Accurate forecasts of demand in the tourism sector of the economy will help destination governments in formulating and implementing appropriate medium-long term tourism strategies 1

Why organizations have tended to become more complex and so have their environments organizations have moved towards more systematic decision making that involves explicit justification for individual actions Who Tourism marketers Set marketing goals Explore potential markets Tourism managers Determine operational requirements Study project feasibility Tourism planners and public agencies Predict the economic, social/cultural and environmental consequences Ensure adequate capacity and infrastructure 2

How We are going to focus on causal quantitative forecasting. This involves estimating the relationship between international tourism demand and each of influencing factors. Use estimated relationship in conjunction with forecasts of influencing factors to generate international tourism demand forecasts. How Econometric models can be used to identify size of effects that changes in influencing factors have on tourism demand. May therefore be used for what if forecasting where consequences of possible changes in influencing factors can be assessed. 3

Model and Statistical Requirements Y = f (X 1, X 2, X 3..) Y = ax 1 + bx 2 + cx 3.. Y is tourism demand X 1, X 2, X 3.. are the explanatory variables (influencing factors) a, b, c,.. are parameters or elasticities if the variables are measured in logarithm Evaluate signs of parameter estimates to see if theoretically meaningful. Incorrect sign = theoretically implausible Variable Measurement POPULATION origin country direction of influence + 4

Variable Measurement INCOME origin country - personal disposable income - holidays -VFR GDP/GNP business tourism direction of influence + PRICE Variable Measurement 2 elements - cost of travel to destination - cost of living for tourists in destination cost of travel - air fare - petrol cost of living - specific for tourists - consumer price index proxy - exchange rates direction of influence (+) 5

Variable Measurement SUBSTITUTE PRICES holidays - very important VFR - less important but may substitute holiday business - not important substitute travel costs } weighted averages substitute living costs } based on market shares direction of influence + Variable Measurement PROMOTIONAL ACTIVITY NTO promotional expenditure - destination specific - media advertising - public relations problems - impact distributed over time - effectiveness may vary across media direction of influence + 6

Variable Measurement ONE-OFF EVENTS Impact can be allowed for by using DUMMY VARIABLES war terrorist activity/threats foreign currency restrictions health scares, etc. direction of influence Olympic Games Expo, etc. direction of influence + Tourism Demand Forecasting System (TDFS) for Hong Kong The main aim of the TDFS for Hong Kong is to provide forecasts based on economic theory that postulates the relationship between the demand for Hong Kong tourism and its influencing factors. The specific forecasting outputs of the system include quarterly forecasts of: tourist arrivals by source markets up to 10-years-ahead tourist expenditures by source market up to 10-years-ahead demand for hotel rooms by source markets and by room types up to 5-years-ahead tourist expenditure on accommodation, retail products, restaurant meals and transportation by source markets up to 5- years-ahead 7

Tourism Demand Forecasting System (TDFS) for Hong Kong The TDFS will provide a useful source of information for the following stakeholders: Government offices responsible for tourism policymaking and implementation Business executives in the travel, hotel, catering, retail and other tourism-related sectors Planning and marketing agencies/departments of the various tourism sectors in Hong Kong Consultancy firms focusing on tourism Education and research establishments focusing on tourism 8

9

10

11

www.tourismforecasting.net 12

Thank You! Q&A Haiyan.Song@inet.polyu.edu.hk 13