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Assessing structure of online channel use
By American travelers
Yeongbae Choe
Daniel R. Fesenmaier
National Laboratory of Tourism & eCommerce
School of Tourism and Hospitality Management
Temple University, Philadelphia, USA

ENTER 2014 Research Track

Slide Number 1
Introduction
Travelers

Internet

Suppliers

•

Obtaining
/ Sharing
Information

• DMOs,
Travel
Companies

•

Trip Planning
(pre-, during)

• Connecting the
industry and
travel markets

•

Purchasing
products/services

• Key components

The Internet has transformed travelers’ behaviors as well as the
distribution of the information in many different ways
ENTER 2014 Research Track

Slide Number 2
Introduction
• Consequently, a considerable amount of research have been
conducted to understand the use of Internet for trip planning.
– User characteristics, the impact, influencing factors, media repertoire etc.
– (e.g. Bieger & Laesser, 2004; Beritelli, Bieger, & Laesser, 2007; Gretzel, Hwang, &
Fesenmaier, 2012; Hsieh, & O’Leary, 1993; Hyde, 2007; Pan & Fesenmaier, 2006).

• However, relatively little of research has focused on the
hierarchical structure of online channel use for trip planning.
– Indeed, people only use a small number of information channels
based on their needs, a set of constraints and etc.

ENTER 2014 Research Track

Slide Number 3
Introduction
Hotel Websites
General Search
Portal Site

Online Review
Sites

Destination
Official Sites

Social Media
Sites

Various Internet
websites
ENTER 2014 Research Track

Slide Number 4
Research Objectives
• The objective of this study
– to identify how online trip planners combine the various online channels for
their trip planning, especially focusing on their structural relationships
– to categorize online trip planners according by the use of online channel
– to examine any differences in demographic, information, and online
behaviors between respective groups

ENTER 2014 Research Track

Slide Number 5
Methodology
• A national-wide online survey was conducted from January 7-9, 2013
– Population: Americans who had travelled and used the Internet during the
calendar year 2012

• Data collected 1,043 usable samples (total 1,184 respondents)
– Only used someone who used the Internet and had taken a trip 50 miles or
more, one-way from home or that included an overnight stay

– Respondents were asked which of the 14 online channels they
used
• Analysis
– Guttman scaling procedure, Cross-tabulation, ANOVA

ENTER 2014 Research Track

Slide Number 6
Respondents Characteristics
Variable
Gender:
Male
Female
Age:
18 - 21 years
22 - 29 years
30 - 39 years
40 - 49 years
50 - 59 years
60 - 69 years
70 and above
Current employment:
Employed full-time
Employed part-time
Retired
Not employed

Percentage Variable
Annual household income:
49.0
Less than $20,000
51.0
$20,000 - $29,999
$30,000 - $39,999
4.6
$40,000 - $49,999
16.8
$50,000 - $74,999
20.8
$75,000 - $99,999
17.6
$100,000 - $149,999
19.8
$150,000 - $199,999
16.2
$200,000 or more
4.2
Highest education level:
Less than high school
49.2
Completed high school
14.8
Some college, not completed
16.2
Completed college
18.5
Post graduate work
ENTER 2014 Research Track

Percentage
7.2
8.6
10.7
11.1
22.6
17.1
12.8
4.6
2.0
0.9
11.9
29.3
37.4
20.1
Slide Number 7
Use of online channels
Online Channel
Frequency %
Online travel agency sites (Expedia.com, Travelocity.com, or Orbitz.com)
707
69.0
Company sites (airlines, hotels, rental cars or tour operators)
635
62.0
Search engines (Yahoo!, Google or Bing)
592
57.8
Destination sites (provided by a city, state or attraction)
412
40.2
Travel Search Engines (Kayak)
268
26.1
Travel review sites (IGOUGO, Yelp! or TripAdvisor)
193
18.8
Social networking sites (Myspace, Facebook or Pinterest)
167
16.3
General travel sites (offering free travel brochures about destinations)
166
16.2
Travel guidebook sites (Fodors, Frommers or Lonely Planet)
123
12.0
Photo or video sharing sites (YouTube, Instagram, or Flickr)
113
11.0
Newspaper or magazine sites (New York Times or Conde Nast Traveler)
107
10.4
Special interest and online community sites
94
9.2
Personal blogs
64
6.2
Micro blogs (Twitter or Tumblr)
39
3.8

ENTER 2014 Research Track

Slide Number 8
Structure of Online channel use
• Guttman Scaling
– The goal of the analysis is to derive a single dimension that can be used to
position both the questions and the subjects
– In this study, it is used to examine the cumulative structure of online
channel use during an online trip planning stage

• Procedure
–
–
–
–

1) construct a scalogram based on the number of online channel use
2) derive the ideal patterns and actual patterns from raw data
3) calculate the amount of error (differences between two patterns)
4) check the criteria (i.e. CR, MMR, and CS)
ENTER 2014 Research Track

Slide Number 9
Structure of Online channel use
Online travel agency sites
Company sites
Search engines
Destination sites
Travel Search Engines
Travel review sites
Social networking sites
Photo or video sharing sites
General travel sites
Newspaper or magazine sites
Travel guidebook sites
Special interest and online community
Personal blogs
Micro blogs
Number of responses

Number of online channel use
1
2
3
4
5
48
64
69
73
31
53
67
72
10
49
63
73
3
17
38
55
2
7
18
33
2
2
8
20
1
4
9
18
0
1
4
12
1
2
10
14
2
1
6
6
1
1
4
11
1
1
4
8
1
1
2
5
0
0
1
0
200 200 200 147

6
80
76
82
69
40
25
28
19
31
12
15
14
4
4
99

7
79
83
87
79
60
63
37
16
30
11
32
13
6
3
63

8+
92
82
88
78
66
52
34
20
58
32
38
28
20
12
50

Coefficient of reproducibility (CR) =0.89; Minimum marginal reproducibility (MMR) =0.67;
Percentage improvement=0.22; Coefficient of Scalability (CS) =0.67.
ENTER 2014 Research Track

Slide Number 10

95
91
97
89
82
77
62
70
65
74
70
53
50
38
66
Group 1

Group 2

Group 3

Group 4

Core
Travel
Search

Enhanced
Travel
Search

Travel
Focused
Search

Comprehensive
Search

ENTER 2014 Research Track

Slide Number 11
Differences in demographic char.
 

Core

Current employment:
   Employed full-time
   Employed part-time
   Retired
   Not employed
Education:
   Less than high school
   Completed high school
   Some college, not completed
   Completed college
   Post graduate
Age Generation
   Young (1990 ~ 1994)
   Gen Y (1981 ~ 1989)
   Gen X (1965 ~ 1980)
   Baby Boomers (1946 ~ 1964)
   Greatest (1924 ~ 1945)

Enhanced

 

 
43.8
14.3
19.0
21.3
 
.8
17.5
32.5
34.8
14.3
 
9.0
18.0
25.8
38.8
8.5

48.4
15.3
16.1
18.7
 
1.2
8.1
29.1
38.6
22.2
 
6.3
19.0
30.0
38.6
6.1

Travel 
Focused
 
58.0
13.2
12.3
16.5
 
.9
9.9
23.1
37.7
28.3
 
5.2
21.7
29.2
40.1
3.8

Compre
hensive
 
60.6
21.2
12.1
6.1
 
3.0
28.8
45.5
22.7
 
9.1
30.3
36.4
19.7
4.5

X2
26.753**
 
 
45.158***
 
 

22.785*
 
 
 
 
 

Note: Age, Gender, and Household Income are not significantly different

ENTER 2014 Research Track

Slide Number 12
Differences in information searching
Core
Information Types
   Hotel prices or places to stay
   Info. about a particular destination
   Airline fares and schedules/flight times
   Things to do at the destination
   Potential destinations to visit
   Rental car prices and availability
   Travel discount or promotion
   Dining and entertainment 
   Maps and/or driving directions
   Local event calendars at the destination
   Travel packages for resorts, etc.
   Stores or other places to shop
   Cruises
   Sites that distribute travel brochures
   800 numbers 
Number of information searched

Travel 
Focused

Enhanced

Compre
hensive

Total

 

 

 

 

55.8
53.0abc
53.5abc
23.0abc
26.0abc
29.8abc
20.3abc
16.3abc
15.5abc
8.3abc
11.0abc
11.8abc
9.0abc
1.0abc
1.8bc
3.36abc

74.6
72.6ade
65.7de
53.3ade
48.4ade
38.0de
39.8ade
39.2ade
32.6ade
26.8ade
27.1ade
26.8ade
21.0ade
8.1ade
2.3de
5.76ade

85.4
87.3bd
74.1b
72.6bdf
70.3bd
57.1bdf
61.3bd
64.6bdf
50.5bd
46.2bdf
40.6bdf
38.2bdf
33.0bdf
20.8bdf
10.8bdf
8.13bdf

89.4
93.9ce
86.4ce
89.4cef
80.3ce
81.8cef
74.2ce
83.3cef
63.6ce
69.7cef
66.7cef
68.2cef
56.1cef
53.0cef
34.8cef
10.91cef

abc

ad

ENTER 2014 Research Track

bd

c

 
70.4
69.4
64.0
47.8
46.2
41.6
38.8
38.3
31.6
26.3
26.1
26.0
21.1
10.8
6.0
5.64

F-value
 
28.225***
37.965***
14.979***
83.027*** 
56.836***
32.677***
53.064***
83.087***
42.744***
69.903***
47.971***
45.099***
37.536***
75.503***
48.742***
253.078***

Slide Number 13
Differences in product purchasing
Core
Online Trip products purchases

Travel 
Focused

Enhanced

Compre
hensive

Total

F-value

 

 

 

 

 

 

59.8abc

75.9a

77.0b

89.1c

70.8

13.722***

   Airline tickets

68.2c

61.3de

78.0cd

89.1e

69.3

9.856***

   Car Rental

35.3bc

40.9de

55.5bdf

79.7cef

44.4

19.811***

   Tickets to attractions/events

22.6abc

44.9ade

60.5bdf

78.1cef

41.8

45.894***

   Travel package

8.2abc

17.6ae

21.5bf

53.1cef

17.2

29.734***

   Cruise Reservations

5.7bc

10.2e

13.5bf

40.6cef

11.2

24.394***

   Sport activity reservations

1.9abc

8.7ae

13.0bf

34.4cef

8.7

28.688***

0.5c

2.5e

2.5f

21.9cef

3.0

31.149***

2.17abc

2.91ade

3.97bdf

6.70cef

3.10

137.979***

 

 

 

 

 

 

   Pleasure trips

1737abc

2289ade

3193bdf

4272cef 2409

30.457***

   Business trips

1803c

2353e

2543f

3721cef 2420

5.053**

   Lodging accommodations

   RV rental/purchase
Average number of purchased product
Average spending on trips

ENTER 2014 Research Track

Slide Number 14
Conclusions
• The results of this study confirm that there is a strong hierarchical 
pattern in the use of online channels for trip planning by American 
travellers. 
– Online travel agency sites are “essential” for all travellers and build the 
foundation for all other channels

• Online trip planners differ 
– in terms of demographic,  information searching behaviour, trip product 
purchasing behaviour, and spending on trip

ENTER 2014 Research Track

Slide Number 15
Discussion
• Theoretical Contributions
– Identifies the use of information channels is uni-dimensional
– Travellers can be categorized into several groups based on the level of
media use

• Practical Implications
– DMOs and tourism suppliers could allocate their resources and turn their
attentions to highly profitable channel
– This study reveals ‘progression of sophistication’ in online travel planning
• There are important differences between those that use only one channel and those that
use, for example, five channels.

ENTER 2014 Research Track

Slide Number 16
Thank you for your attention
Questions and comments?

ENTER 2014 Research Track

Slide Number 17
What types of Websites have you used when you planned a trip over the past 12
months (January 1, 2013 - December 31, 2013)? (Please select all that apply)
Online travel agency sites such as Expedia.com, Travelocity.com, or Orbitz.com
Company sites such as airlines, hotels, rental cars or tour operators
Search engines such as Yahoo!, Google or Bing
Destination sites such as those provided by a city, state or attraction
General travel sites that specialize in offering free travel brochures about destinations
Travel guidebook sites such as Fodors, Frommers or Lonely Planet
Newspaper or magazine sites such as the New York Times or Conde Nast Traveler
Travel Search Engines such as Kayak
Travel review sites such as HoboTraveler, IGOUGO, Yelp! or TripAdvisor
Photo or video sharing sites such as YouTube, Instagram, or Flickr
Social networking sites such as Myspace, Facebook or Pinterest
Personal blogs
Special interest and online community sites
Microblogs such as Twitter or Tumblr
I do not know
None of the above
ENTER 2014 Research Track

Slide Number 18

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Assessing Structure of Online Channel Use By American Travelers

  • 1. Assessing structure of online channel use By American travelers Yeongbae Choe Daniel R. Fesenmaier National Laboratory of Tourism & eCommerce School of Tourism and Hospitality Management Temple University, Philadelphia, USA ENTER 2014 Research Track Slide Number 1
  • 2. Introduction Travelers Internet Suppliers • Obtaining / Sharing Information • DMOs, Travel Companies • Trip Planning (pre-, during) • Connecting the industry and travel markets • Purchasing products/services • Key components The Internet has transformed travelers’ behaviors as well as the distribution of the information in many different ways ENTER 2014 Research Track Slide Number 2
  • 3. Introduction • Consequently, a considerable amount of research have been conducted to understand the use of Internet for trip planning. – User characteristics, the impact, influencing factors, media repertoire etc. – (e.g. Bieger & Laesser, 2004; Beritelli, Bieger, & Laesser, 2007; Gretzel, Hwang, & Fesenmaier, 2012; Hsieh, & O’Leary, 1993; Hyde, 2007; Pan & Fesenmaier, 2006). • However, relatively little of research has focused on the hierarchical structure of online channel use for trip planning. – Indeed, people only use a small number of information channels based on their needs, a set of constraints and etc. ENTER 2014 Research Track Slide Number 3
  • 4. Introduction Hotel Websites General Search Portal Site Online Review Sites Destination Official Sites Social Media Sites Various Internet websites ENTER 2014 Research Track Slide Number 4
  • 5. Research Objectives • The objective of this study – to identify how online trip planners combine the various online channels for their trip planning, especially focusing on their structural relationships – to categorize online trip planners according by the use of online channel – to examine any differences in demographic, information, and online behaviors between respective groups ENTER 2014 Research Track Slide Number 5
  • 6. Methodology • A national-wide online survey was conducted from January 7-9, 2013 – Population: Americans who had travelled and used the Internet during the calendar year 2012 • Data collected 1,043 usable samples (total 1,184 respondents) – Only used someone who used the Internet and had taken a trip 50 miles or more, one-way from home or that included an overnight stay – Respondents were asked which of the 14 online channels they used • Analysis – Guttman scaling procedure, Cross-tabulation, ANOVA ENTER 2014 Research Track Slide Number 6
  • 7. Respondents Characteristics Variable Gender: Male Female Age: 18 - 21 years 22 - 29 years 30 - 39 years 40 - 49 years 50 - 59 years 60 - 69 years 70 and above Current employment: Employed full-time Employed part-time Retired Not employed Percentage Variable Annual household income: 49.0 Less than $20,000 51.0 $20,000 - $29,999 $30,000 - $39,999 4.6 $40,000 - $49,999 16.8 $50,000 - $74,999 20.8 $75,000 - $99,999 17.6 $100,000 - $149,999 19.8 $150,000 - $199,999 16.2 $200,000 or more 4.2 Highest education level: Less than high school 49.2 Completed high school 14.8 Some college, not completed 16.2 Completed college 18.5 Post graduate work ENTER 2014 Research Track Percentage 7.2 8.6 10.7 11.1 22.6 17.1 12.8 4.6 2.0 0.9 11.9 29.3 37.4 20.1 Slide Number 7
  • 8. Use of online channels Online Channel Frequency % Online travel agency sites (Expedia.com, Travelocity.com, or Orbitz.com) 707 69.0 Company sites (airlines, hotels, rental cars or tour operators) 635 62.0 Search engines (Yahoo!, Google or Bing) 592 57.8 Destination sites (provided by a city, state or attraction) 412 40.2 Travel Search Engines (Kayak) 268 26.1 Travel review sites (IGOUGO, Yelp! or TripAdvisor) 193 18.8 Social networking sites (Myspace, Facebook or Pinterest) 167 16.3 General travel sites (offering free travel brochures about destinations) 166 16.2 Travel guidebook sites (Fodors, Frommers or Lonely Planet) 123 12.0 Photo or video sharing sites (YouTube, Instagram, or Flickr) 113 11.0 Newspaper or magazine sites (New York Times or Conde Nast Traveler) 107 10.4 Special interest and online community sites 94 9.2 Personal blogs 64 6.2 Micro blogs (Twitter or Tumblr) 39 3.8 ENTER 2014 Research Track Slide Number 8
  • 9. Structure of Online channel use • Guttman Scaling – The goal of the analysis is to derive a single dimension that can be used to position both the questions and the subjects – In this study, it is used to examine the cumulative structure of online channel use during an online trip planning stage • Procedure – – – – 1) construct a scalogram based on the number of online channel use 2) derive the ideal patterns and actual patterns from raw data 3) calculate the amount of error (differences between two patterns) 4) check the criteria (i.e. CR, MMR, and CS) ENTER 2014 Research Track Slide Number 9
  • 10. Structure of Online channel use Online travel agency sites Company sites Search engines Destination sites Travel Search Engines Travel review sites Social networking sites Photo or video sharing sites General travel sites Newspaper or magazine sites Travel guidebook sites Special interest and online community Personal blogs Micro blogs Number of responses Number of online channel use 1 2 3 4 5 48 64 69 73 31 53 67 72 10 49 63 73 3 17 38 55 2 7 18 33 2 2 8 20 1 4 9 18 0 1 4 12 1 2 10 14 2 1 6 6 1 1 4 11 1 1 4 8 1 1 2 5 0 0 1 0 200 200 200 147 6 80 76 82 69 40 25 28 19 31 12 15 14 4 4 99 7 79 83 87 79 60 63 37 16 30 11 32 13 6 3 63 8+ 92 82 88 78 66 52 34 20 58 32 38 28 20 12 50 Coefficient of reproducibility (CR) =0.89; Minimum marginal reproducibility (MMR) =0.67; Percentage improvement=0.22; Coefficient of Scalability (CS) =0.67. ENTER 2014 Research Track Slide Number 10 95 91 97 89 82 77 62 70 65 74 70 53 50 38 66
  • 11. Group 1 Group 2 Group 3 Group 4 Core Travel Search Enhanced Travel Search Travel Focused Search Comprehensive Search ENTER 2014 Research Track Slide Number 11
  • 12. Differences in demographic char.   Core Current employment:    Employed full-time    Employed part-time    Retired    Not employed Education:    Less than high school    Completed high school    Some college, not completed    Completed college    Post graduate Age Generation    Young (1990 ~ 1994)    Gen Y (1981 ~ 1989)    Gen X (1965 ~ 1980)    Baby Boomers (1946 ~ 1964)    Greatest (1924 ~ 1945) Enhanced     43.8 14.3 19.0 21.3   .8 17.5 32.5 34.8 14.3   9.0 18.0 25.8 38.8 8.5 48.4 15.3 16.1 18.7   1.2 8.1 29.1 38.6 22.2   6.3 19.0 30.0 38.6 6.1 Travel  Focused   58.0 13.2 12.3 16.5   .9 9.9 23.1 37.7 28.3   5.2 21.7 29.2 40.1 3.8 Compre hensive   60.6 21.2 12.1 6.1   3.0 28.8 45.5 22.7   9.1 30.3 36.4 19.7 4.5 X2 26.753**     45.158***     22.785*           Note: Age, Gender, and Household Income are not significantly different ENTER 2014 Research Track Slide Number 12
  • 13. Differences in information searching Core Information Types    Hotel prices or places to stay    Info. about a particular destination    Airline fares and schedules/flight times    Things to do at the destination    Potential destinations to visit    Rental car prices and availability    Travel discount or promotion    Dining and entertainment     Maps and/or driving directions    Local event calendars at the destination    Travel packages for resorts, etc.    Stores or other places to shop    Cruises    Sites that distribute travel brochures    800 numbers  Number of information searched Travel  Focused Enhanced Compre hensive Total         55.8 53.0abc 53.5abc 23.0abc 26.0abc 29.8abc 20.3abc 16.3abc 15.5abc 8.3abc 11.0abc 11.8abc 9.0abc 1.0abc 1.8bc 3.36abc 74.6 72.6ade 65.7de 53.3ade 48.4ade 38.0de 39.8ade 39.2ade 32.6ade 26.8ade 27.1ade 26.8ade 21.0ade 8.1ade 2.3de 5.76ade 85.4 87.3bd 74.1b 72.6bdf 70.3bd 57.1bdf 61.3bd 64.6bdf 50.5bd 46.2bdf 40.6bdf 38.2bdf 33.0bdf 20.8bdf 10.8bdf 8.13bdf 89.4 93.9ce 86.4ce 89.4cef 80.3ce 81.8cef 74.2ce 83.3cef 63.6ce 69.7cef 66.7cef 68.2cef 56.1cef 53.0cef 34.8cef 10.91cef abc ad ENTER 2014 Research Track bd c   70.4 69.4 64.0 47.8 46.2 41.6 38.8 38.3 31.6 26.3 26.1 26.0 21.1 10.8 6.0 5.64 F-value   28.225*** 37.965*** 14.979*** 83.027***  56.836*** 32.677*** 53.064*** 83.087*** 42.744*** 69.903*** 47.971*** 45.099*** 37.536*** 75.503*** 48.742*** 253.078*** Slide Number 13
  • 14. Differences in product purchasing Core Online Trip products purchases Travel  Focused Enhanced Compre hensive Total F-value             59.8abc 75.9a 77.0b 89.1c 70.8 13.722***    Airline tickets 68.2c 61.3de 78.0cd 89.1e 69.3 9.856***    Car Rental 35.3bc 40.9de 55.5bdf 79.7cef 44.4 19.811***    Tickets to attractions/events 22.6abc 44.9ade 60.5bdf 78.1cef 41.8 45.894***    Travel package 8.2abc 17.6ae 21.5bf 53.1cef 17.2 29.734***    Cruise Reservations 5.7bc 10.2e 13.5bf 40.6cef 11.2 24.394***    Sport activity reservations 1.9abc 8.7ae 13.0bf 34.4cef 8.7 28.688*** 0.5c 2.5e 2.5f 21.9cef 3.0 31.149*** 2.17abc 2.91ade 3.97bdf 6.70cef 3.10 137.979***                Pleasure trips 1737abc 2289ade 3193bdf 4272cef 2409 30.457***    Business trips 1803c 2353e 2543f 3721cef 2420 5.053**    Lodging accommodations    RV rental/purchase Average number of purchased product Average spending on trips ENTER 2014 Research Track Slide Number 14
  • 16. Discussion • Theoretical Contributions – Identifies the use of information channels is uni-dimensional – Travellers can be categorized into several groups based on the level of media use • Practical Implications – DMOs and tourism suppliers could allocate their resources and turn their attentions to highly profitable channel – This study reveals ‘progression of sophistication’ in online travel planning • There are important differences between those that use only one channel and those that use, for example, five channels. ENTER 2014 Research Track Slide Number 16
  • 17. Thank you for your attention Questions and comments? ENTER 2014 Research Track Slide Number 17
  • 18. What types of Websites have you used when you planned a trip over the past 12 months (January 1, 2013 - December 31, 2013)? (Please select all that apply) Online travel agency sites such as Expedia.com, Travelocity.com, or Orbitz.com Company sites such as airlines, hotels, rental cars or tour operators Search engines such as Yahoo!, Google or Bing Destination sites such as those provided by a city, state or attraction General travel sites that specialize in offering free travel brochures about destinations Travel guidebook sites such as Fodors, Frommers or Lonely Planet Newspaper or magazine sites such as the New York Times or Conde Nast Traveler Travel Search Engines such as Kayak Travel review sites such as HoboTraveler, IGOUGO, Yelp! or TripAdvisor Photo or video sharing sites such as YouTube, Instagram, or Flickr Social networking sites such as Myspace, Facebook or Pinterest Personal blogs Special interest and online community sites Microblogs such as Twitter or Tumblr I do not know None of the above ENTER 2014 Research Track Slide Number 18

Editor's Notes

  1. SO… we all knew that Internet has transformed travelrs’ behaviors as well as the distribution of the information in many different ways. For example, travelers search for the information during their trip using a mobile web or application. Even, travelers obtained or shared their information through social media or online review sites. At the same time, DMOs and travel companies also considered the Internet as a key component of their business because it connects the industry and markets.
  2. Due to this significant importance of the Internet, a considerable amount of research has been conducted already. Especially to understand the use of the Internet for trip planning. However, relatively little of research has focused on the structure of online channel use. Because…. Indeed, people only use a small number of information channels based on their needs or a set of constraints.
  3. Here is the example. There are various types of internet websites. Such as searching portal, official destination sites, hotel websites, online review sites… Let me ask a question. How many websites do you use among these sites? Our first argument was… that there should be a specific pattern.
  4. The basic
  5. relative degree to which actual response patterns match up with ideal patterns (a unidimensional pattern)
  6. The numbers refer to the percentage of online trip planners in number of online channel use.