Table 1 Summary of descriptive statistics and data sources.

From: Exploring the influence of information and communication technology, national leadership and educational quality on educational tourism demand

Variables

Units of measurement

Sources

Panel A: The unit of measurement and source of data

Dependent variable

Educational tourism, \({\mathrm{ln}{\rm{ETD}}}_{{jit}}\)

Number of foreign students flowing to Malaysia

MOHE, Malaysia and UIS database

Explanatory variables

Income, \({\mathrm{ln}{\rm{GDP}}}_{{it}}\)

Per capita real GDP (US$)

WDI and UNdata databases

Price, \({\mathrm{ln}{\rm{PRICE}}}_{{it}}\)

Relative CPI-adjusted with exchange rate

WDI and IFS databases

Distance, \({\mathrm{ln}{\rm{DIST}}}_{{it}}\)

Kilometres

DistanceFromTo.net

Quality of education, \({\mathrm{ln}{\rm{QEDU}}}_{{it}}\)

Number of scientific publications

Scopus database

Telecommunication, \({\mathrm{ln}{\rm{ICT}}}_{{it}}\)

Internet users per 100 population

WDI database

Quality of leadership, \({\mathrm{ln}{\rm{QLEAD}}}_{{it}}\)

Percentile score, 1 – 100

WGI database

 

\({\mathrm{ln}{\rm{ETD}}}_{{ijt}}\, \leq 0\,\left(n1=241\right)\)

\({\mathrm{ln}{\rm{ETD}}}_{{ijt}}\, >\, 0\,\left(n2=2441\right)\)

Variables

Mean

SD

Min

Max

Mean

SD

Min

Max

Panel B: The sub-sample descriptive statistics of the explanatory variables in the model

Dependent variable

        

Educational tourism, \({\mathrm{ln}{\rm{ETD}}}_{{ijt}}\)

–

–

–

–

3.087

2.209

0.693

10.439

Explanatory variables

Income, \({\mathrm{ln}{\rm{GDP}}}_{{it}}\)

8.929

1.374

6.045

11.671

8.399

1.564

4.644

11.622

Price, \({\mathrm{ln}{\rm{PRICE}}}_{{it}}\)

−1.005

2.445

−7.732

3.868

−1.936

2.943

−12.953

3.493

Distance, \({\mathrm{ln}{\rm{DIST}}}_{{it}}\)

9.255

0.487

7.765

9.891

8.878

0.642

5.935

9.891

Quality of education, \({\mathrm{ln}{\rm{QEDU}}}_{{jt}}\)

8.797

1.121

7.187

10.201

8.996

1.007

7.187

10.201

Telecommunication, \({\mathrm{ln}{\rm{ICT}}}_{{jt}}\)

4.019

0.323

3.476

4.433

4.061

0.258

3.476

4.433

Quality of leadership, \({\mathrm{ln}{\rm{QLEAD}}}_{{jt}}\)

4.066

0.057

3.960

4.145

4.059

0.053

3.960

4.145

  1. Note: Educational tourists in Malaysia are mainly from Asia, Africa and the Middle East, namely Bangladesh, China, Indonesia, Iran, Iraq, Libya, Nigeria and Pakistan. MOHE Ministry of Higher Education, Malaysia, UIS UNESCO Institute for Statistics, WDI World Development Indicators, UN Data United Nations Data, WGI Worldwide Governance Indicators.