SlideShare a Scribd company logo
Daily Deals in the
Mediterranean Region: a Data
Analytical Approach
Luka Tomat a
, Miha Bratec a
, Katarzyna Minor b
and Marko Budler a
a
University of Ljubljana, Slovenia
b
Cardiff Metropolitan University, Wales, United Kingdom
The problem
• The rise of e-sales in hotels to include third party channels such as
OTA and daily deals
• Daily deals combine:
• advertising benefits for merchants
• substantial discounts for customers
• Utilisation of the power of social media to propagate the offers
• Daily deal model is a popular booking medium amongst the industry
and the customers
• Yet, daily deals are still a fairly unexplored phenomenon
May 3, 2019 ENTER2019 – Research Track Page 2
Focus of the study
• To address current basic assumptions about daily deals:
• 1) DD are used off-season, and by struggling destinations;
• 2) DDs are used by low quality hotels, or hotels with poor online presence;
• 3) DD are used as one-off promotion.
• Based on English versions of ‘niche’ DD websites and TripAdvisor
May 3, 2019 ENTER2019 – Research Track Page 3
Methodology
• Web analytics based on observations - January to July 2018
• Three main Europe-wide, similar characteristic, travel-focused DDs websites;
• 13,963 daily deals offered by 3,525 hotels
• TripAdvisor quality scores of the participating hotels
• Individual attributes mapped using Web parsing in JAVA script
• destination, longitude, latitude, offer start date, offer end date, offer title,
hotel name, and hotel address
• Data collated in SQL database and processed in MS Access, analysed
applying descriptive techniques.
May 3, 2019 ENTER2019 – Research Track Page 4
Findings 1
• Contrary to research to date daily deals are offered mainly by the
hotels in destinations, where the tourist demand is higher
May 3, 2019 ENTER2019 – Research Track Page 5
Findings 2
• Hotels using the DD websites have relatively high TripAdvisor scores,
thus DD usage is not likely to be linked to hotel quality.
May 3, 2019 ENTER2019 – Research Track Page 6
Findings 3
• Three levels of engagement with daily deal websites: single (one
promotion), sporadic (minimum of two and maximum of six
promotions), and frequent (one to three times a month)
May 3, 2019 ENTER2019 – Research Track Page 7
Future research
• 1) DD seasonal and destination usage
• Further investigations into regional DD usage and distribution
• 2) DDs’ effect upon TripAdvisor reviews
• Two sets of year on year data, where both DD and quality scores are observed
• 3) DD usage patterns
• Further detailed cluster analysis of DD variables, e.g. availability of offer vs time of the
year, the length of the booking window
• 4) DD geographical qualities
• e.g. deepness of discount vs frequency of deals, location, quality scores etc.
May 3, 2019 ENTER2019 – Research Track Page 8
Thank You!
Contact: miha.bratec@ef.uni-lj.si; kminor@cardiffmet.ac.uk
May 3, 2019 ENTER2019 – Research Track Page 9
Thank You!
Contact: miha.bratec@ef.uni-lj.si; kminor@cardiffmet.ac.uk
May 3, 2019 ENTER2019 – Research Track Page 9

More Related Content

Similar to Daily deals in the mediterranean region a data analytical approach

DMOs’ Facebook Success Stories: A Retrospective View
DMOs’ Facebook Success Stories: A Retrospective ViewDMOs’ Facebook Success Stories: A Retrospective View
DMOs’ Facebook Success Stories: A Retrospective View
International Federation for Information Technologies in Travel and Tourism (IFITT)
 
Media planning
Media planningMedia planning
Media planning
Pranab Choudhary
 
Startup Marketing Overview
Startup Marketing OverviewStartup Marketing Overview
Startup Marketing Overview
Scott Poniewaz
 
Imp of mkt re..
Imp of mkt re..Imp of mkt re..
Imp of mkt re..
vickyrocksssss
 
Email marketing : past, present & future
Email marketing : past, present & futureEmail marketing : past, present & future
Email marketing : past, present & future
Florence consultant
 
The Future of Cross media Marketing
The Future of Cross media MarketingThe Future of Cross media Marketing
The Future of Cross media Marketing
Dave Rosendahl
 
A New Era of Travel: How to Stay Ahead of Travel Trends and Evolving Behaviou...
A New Era of Travel: How to Stay Ahead of Travel Trends and Evolving Behaviou...A New Era of Travel: How to Stay Ahead of Travel Trends and Evolving Behaviou...
A New Era of Travel: How to Stay Ahead of Travel Trends and Evolving Behaviou...
AnneNguyen92
 
Etailcore Live NYC 2015 - Using data to target customers
Etailcore Live NYC 2015 - Using data to target customersEtailcore Live NYC 2015 - Using data to target customers
Etailcore Live NYC 2015 - Using data to target customers
Jonathan Isernhagen
 
Time well spent
Time well spentTime well spent
Time well spent
kooren75
 
Top 10 Strategies for Post-Pandemic Hospitality Marketing
Top 10 Strategies for Post-Pandemic Hospitality MarketingTop 10 Strategies for Post-Pandemic Hospitality Marketing
Top 10 Strategies for Post-Pandemic Hospitality Marketing
Milestone Inc
 
Hotels Digital Marketing Trends Research
Hotels Digital Marketing Trends ResearchHotels Digital Marketing Trends Research
Hotels Digital Marketing Trends Research
Carmelon Digital Marketing
 
The Modern Traveler - 25 Sep 2013
The Modern Traveler - 25 Sep 2013The Modern Traveler - 25 Sep 2013
The Modern Traveler - 25 Sep 2013
Rusty Warner
 
Digital marketing
Digital marketingDigital marketing
Digital marketing
Sozz Siddiqui
 
Travel Hotel Consumers
Travel Hotel ConsumersTravel Hotel Consumers
Travel Hotel Consumers
Nuno Justo
 
Research Findings
Research FindingsResearch Findings
Research Findings
mlbonneville
 
The edge360 casa claridge digital strategy v3 eng
The edge360 casa claridge digital strategy v3 engThe edge360 casa claridge digital strategy v3 eng
The edge360 casa claridge digital strategy v3 eng
The Edge360 Marketing Online
 
Hotel facebook app
Hotel facebook appHotel facebook app
Hotel facebook app
Himani Nikhil Batheja
 
ADI -- State Of Digital Advertising 2018
ADI -- State Of Digital Advertising 2018ADI -- State Of Digital Advertising 2018
ADI -- State Of Digital Advertising 2018
Adobe
 
10 Trends That Will Make or Break Your Email Marketing ROI in 2010
10 Trends That Will Make or Break Your Email Marketing ROI in 201010 Trends That Will Make or Break Your Email Marketing ROI in 2010
10 Trends That Will Make or Break Your Email Marketing ROI in 2010
D&B
 
Media vs Data: Why the Double Standard?
Media vs Data: Why the Double Standard?Media vs Data: Why the Double Standard?
Media vs Data: Why the Double Standard?
MediaPost
 

Similar to Daily deals in the mediterranean region a data analytical approach (20)

DMOs’ Facebook Success Stories: A Retrospective View
DMOs’ Facebook Success Stories: A Retrospective ViewDMOs’ Facebook Success Stories: A Retrospective View
DMOs’ Facebook Success Stories: A Retrospective View
 
Media planning
Media planningMedia planning
Media planning
 
Startup Marketing Overview
Startup Marketing OverviewStartup Marketing Overview
Startup Marketing Overview
 
Imp of mkt re..
Imp of mkt re..Imp of mkt re..
Imp of mkt re..
 
Email marketing : past, present & future
Email marketing : past, present & futureEmail marketing : past, present & future
Email marketing : past, present & future
 
The Future of Cross media Marketing
The Future of Cross media MarketingThe Future of Cross media Marketing
The Future of Cross media Marketing
 
A New Era of Travel: How to Stay Ahead of Travel Trends and Evolving Behaviou...
A New Era of Travel: How to Stay Ahead of Travel Trends and Evolving Behaviou...A New Era of Travel: How to Stay Ahead of Travel Trends and Evolving Behaviou...
A New Era of Travel: How to Stay Ahead of Travel Trends and Evolving Behaviou...
 
Etailcore Live NYC 2015 - Using data to target customers
Etailcore Live NYC 2015 - Using data to target customersEtailcore Live NYC 2015 - Using data to target customers
Etailcore Live NYC 2015 - Using data to target customers
 
Time well spent
Time well spentTime well spent
Time well spent
 
Top 10 Strategies for Post-Pandemic Hospitality Marketing
Top 10 Strategies for Post-Pandemic Hospitality MarketingTop 10 Strategies for Post-Pandemic Hospitality Marketing
Top 10 Strategies for Post-Pandemic Hospitality Marketing
 
Hotels Digital Marketing Trends Research
Hotels Digital Marketing Trends ResearchHotels Digital Marketing Trends Research
Hotels Digital Marketing Trends Research
 
The Modern Traveler - 25 Sep 2013
The Modern Traveler - 25 Sep 2013The Modern Traveler - 25 Sep 2013
The Modern Traveler - 25 Sep 2013
 
Digital marketing
Digital marketingDigital marketing
Digital marketing
 
Travel Hotel Consumers
Travel Hotel ConsumersTravel Hotel Consumers
Travel Hotel Consumers
 
Research Findings
Research FindingsResearch Findings
Research Findings
 
The edge360 casa claridge digital strategy v3 eng
The edge360 casa claridge digital strategy v3 engThe edge360 casa claridge digital strategy v3 eng
The edge360 casa claridge digital strategy v3 eng
 
Hotel facebook app
Hotel facebook appHotel facebook app
Hotel facebook app
 
ADI -- State Of Digital Advertising 2018
ADI -- State Of Digital Advertising 2018ADI -- State Of Digital Advertising 2018
ADI -- State Of Digital Advertising 2018
 
10 Trends That Will Make or Break Your Email Marketing ROI in 2010
10 Trends That Will Make or Break Your Email Marketing ROI in 201010 Trends That Will Make or Break Your Email Marketing ROI in 2010
10 Trends That Will Make or Break Your Email Marketing ROI in 2010
 
Media vs Data: Why the Double Standard?
Media vs Data: Why the Double Standard?Media vs Data: Why the Double Standard?
Media vs Data: Why the Double Standard?
 

Recently uploaded

BRIC_2024_2024-06-06-11:30-haunschild_archival_version.pdf
BRIC_2024_2024-06-06-11:30-haunschild_archival_version.pdfBRIC_2024_2024-06-06-11:30-haunschild_archival_version.pdf
BRIC_2024_2024-06-06-11:30-haunschild_archival_version.pdf
Robin Haunschild
 
Competition and Regulation in Professions and Occupations – OECD – June 2024 ...
Competition and Regulation in Professions and Occupations – OECD – June 2024 ...Competition and Regulation in Professions and Occupations – OECD – June 2024 ...
Competition and Regulation in Professions and Occupations – OECD – June 2024 ...
OECD Directorate for Financial and Enterprise Affairs
 
The Intersection between Competition and Data Privacy – COLANGELO – June 2024...
The Intersection between Competition and Data Privacy – COLANGELO – June 2024...The Intersection between Competition and Data Privacy – COLANGELO – June 2024...
The Intersection between Competition and Data Privacy – COLANGELO – June 2024...
OECD Directorate for Financial and Enterprise Affairs
 
Artificial Intelligence, Data and Competition – SCHREPEL – June 2024 OECD dis...
Artificial Intelligence, Data and Competition – SCHREPEL – June 2024 OECD dis...Artificial Intelligence, Data and Competition – SCHREPEL – June 2024 OECD dis...
Artificial Intelligence, Data and Competition – SCHREPEL – June 2024 OECD dis...
OECD Directorate for Financial and Enterprise Affairs
 
The Intersection between Competition and Data Privacy – KEMP – June 2024 OECD...
The Intersection between Competition and Data Privacy – KEMP – June 2024 OECD...The Intersection between Competition and Data Privacy – KEMP – June 2024 OECD...
The Intersection between Competition and Data Privacy – KEMP – June 2024 OECD...
OECD Directorate for Financial and Enterprise Affairs
 
Gregory Harris - Cycle 2 - Civics Presentation
Gregory Harris - Cycle 2 - Civics PresentationGregory Harris - Cycle 2 - Civics Presentation
Gregory Harris - Cycle 2 - Civics Presentation
gharris9
 
XP 2024 presentation: A New Look to Leadership
XP 2024 presentation: A New Look to LeadershipXP 2024 presentation: A New Look to Leadership
XP 2024 presentation: A New Look to Leadership
samililja
 
ASONAM2023_presection_slide_track-recommendation.pdf
ASONAM2023_presection_slide_track-recommendation.pdfASONAM2023_presection_slide_track-recommendation.pdf
ASONAM2023_presection_slide_track-recommendation.pdf
ToshihiroIto4
 
The Intersection between Competition and Data Privacy – CAPEL – June 2024 OEC...
The Intersection between Competition and Data Privacy – CAPEL – June 2024 OEC...The Intersection between Competition and Data Privacy – CAPEL – June 2024 OEC...
The Intersection between Competition and Data Privacy – CAPEL – June 2024 OEC...
OECD Directorate for Financial and Enterprise Affairs
 
Pro-competitive Industrial Policy – OECD – June 2024 OECD discussion
Pro-competitive Industrial Policy – OECD – June 2024 OECD discussionPro-competitive Industrial Policy – OECD – June 2024 OECD discussion
Pro-competitive Industrial Policy – OECD – June 2024 OECD discussion
OECD Directorate for Financial and Enterprise Affairs
 
Artificial Intelligence, Data and Competition – OECD – June 2024 OECD discussion
Artificial Intelligence, Data and Competition – OECD – June 2024 OECD discussionArtificial Intelligence, Data and Competition – OECD – June 2024 OECD discussion
Artificial Intelligence, Data and Competition – OECD – June 2024 OECD discussion
OECD Directorate for Financial and Enterprise Affairs
 
The Intersection between Competition and Data Privacy – OECD – June 2024 OECD...
The Intersection between Competition and Data Privacy – OECD – June 2024 OECD...The Intersection between Competition and Data Privacy – OECD – June 2024 OECD...
The Intersection between Competition and Data Privacy – OECD – June 2024 OECD...
OECD Directorate for Financial and Enterprise Affairs
 
Competition and Regulation in Professions and Occupations – ROBSON – June 202...
Competition and Regulation in Professions and Occupations – ROBSON – June 202...Competition and Regulation in Professions and Occupations – ROBSON – June 202...
Competition and Regulation in Professions and Occupations – ROBSON – June 202...
OECD Directorate for Financial and Enterprise Affairs
 
Suzanne Lagerweij - Influence Without Power - Why Empathy is Your Best Friend...
Suzanne Lagerweij - Influence Without Power - Why Empathy is Your Best Friend...Suzanne Lagerweij - Influence Without Power - Why Empathy is Your Best Friend...
Suzanne Lagerweij - Influence Without Power - Why Empathy is Your Best Friend...
Suzanne Lagerweij
 
Pro-competitive Industrial Policy – LANE – June 2024 OECD discussion
Pro-competitive Industrial Policy – LANE – June 2024 OECD discussionPro-competitive Industrial Policy – LANE – June 2024 OECD discussion
Pro-competitive Industrial Policy – LANE – June 2024 OECD discussion
OECD Directorate for Financial and Enterprise Affairs
 
原版制作贝德福特大学毕业证(bedfordhire毕业证)硕士文凭原版一模一样
原版制作贝德福特大学毕业证(bedfordhire毕业证)硕士文凭原版一模一样原版制作贝德福特大学毕业证(bedfordhire毕业证)硕士文凭原版一模一样
原版制作贝德福特大学毕业证(bedfordhire毕业证)硕士文凭原版一模一样
gpww3sf4
 
The remarkable life of Sir Mokshagundam Visvesvaraya.pptx
The remarkable life of Sir Mokshagundam Visvesvaraya.pptxThe remarkable life of Sir Mokshagundam Visvesvaraya.pptx
The remarkable life of Sir Mokshagundam Visvesvaraya.pptx
JiteshKumarChoudhary2
 
Disaster Management project for holidays homework and other uses
Disaster Management project for holidays homework and other usesDisaster Management project for holidays homework and other uses
Disaster Management project for holidays homework and other uses
RIDHIMAGARG21
 
Carrer goals.pptx and their importance in real life
Carrer goals.pptx  and their importance in real lifeCarrer goals.pptx  and their importance in real life
Carrer goals.pptx and their importance in real life
artemacademy2
 
Collapsing Narratives: Exploring Non-Linearity • a micro report by Rosie Wells
Collapsing Narratives: Exploring Non-Linearity • a micro report by Rosie WellsCollapsing Narratives: Exploring Non-Linearity • a micro report by Rosie Wells
Collapsing Narratives: Exploring Non-Linearity • a micro report by Rosie Wells
Rosie Wells
 

Recently uploaded (20)

BRIC_2024_2024-06-06-11:30-haunschild_archival_version.pdf
BRIC_2024_2024-06-06-11:30-haunschild_archival_version.pdfBRIC_2024_2024-06-06-11:30-haunschild_archival_version.pdf
BRIC_2024_2024-06-06-11:30-haunschild_archival_version.pdf
 
Competition and Regulation in Professions and Occupations – OECD – June 2024 ...
Competition and Regulation in Professions and Occupations – OECD – June 2024 ...Competition and Regulation in Professions and Occupations – OECD – June 2024 ...
Competition and Regulation in Professions and Occupations – OECD – June 2024 ...
 
The Intersection between Competition and Data Privacy – COLANGELO – June 2024...
The Intersection between Competition and Data Privacy – COLANGELO – June 2024...The Intersection between Competition and Data Privacy – COLANGELO – June 2024...
The Intersection between Competition and Data Privacy – COLANGELO – June 2024...
 
Artificial Intelligence, Data and Competition – SCHREPEL – June 2024 OECD dis...
Artificial Intelligence, Data and Competition – SCHREPEL – June 2024 OECD dis...Artificial Intelligence, Data and Competition – SCHREPEL – June 2024 OECD dis...
Artificial Intelligence, Data and Competition – SCHREPEL – June 2024 OECD dis...
 
The Intersection between Competition and Data Privacy – KEMP – June 2024 OECD...
The Intersection between Competition and Data Privacy – KEMP – June 2024 OECD...The Intersection between Competition and Data Privacy – KEMP – June 2024 OECD...
The Intersection between Competition and Data Privacy – KEMP – June 2024 OECD...
 
Gregory Harris - Cycle 2 - Civics Presentation
Gregory Harris - Cycle 2 - Civics PresentationGregory Harris - Cycle 2 - Civics Presentation
Gregory Harris - Cycle 2 - Civics Presentation
 
XP 2024 presentation: A New Look to Leadership
XP 2024 presentation: A New Look to LeadershipXP 2024 presentation: A New Look to Leadership
XP 2024 presentation: A New Look to Leadership
 
ASONAM2023_presection_slide_track-recommendation.pdf
ASONAM2023_presection_slide_track-recommendation.pdfASONAM2023_presection_slide_track-recommendation.pdf
ASONAM2023_presection_slide_track-recommendation.pdf
 
The Intersection between Competition and Data Privacy – CAPEL – June 2024 OEC...
The Intersection between Competition and Data Privacy – CAPEL – June 2024 OEC...The Intersection between Competition and Data Privacy – CAPEL – June 2024 OEC...
The Intersection between Competition and Data Privacy – CAPEL – June 2024 OEC...
 
Pro-competitive Industrial Policy – OECD – June 2024 OECD discussion
Pro-competitive Industrial Policy – OECD – June 2024 OECD discussionPro-competitive Industrial Policy – OECD – June 2024 OECD discussion
Pro-competitive Industrial Policy – OECD – June 2024 OECD discussion
 
Artificial Intelligence, Data and Competition – OECD – June 2024 OECD discussion
Artificial Intelligence, Data and Competition – OECD – June 2024 OECD discussionArtificial Intelligence, Data and Competition – OECD – June 2024 OECD discussion
Artificial Intelligence, Data and Competition – OECD – June 2024 OECD discussion
 
The Intersection between Competition and Data Privacy – OECD – June 2024 OECD...
The Intersection between Competition and Data Privacy – OECD – June 2024 OECD...The Intersection between Competition and Data Privacy – OECD – June 2024 OECD...
The Intersection between Competition and Data Privacy – OECD – June 2024 OECD...
 
Competition and Regulation in Professions and Occupations – ROBSON – June 202...
Competition and Regulation in Professions and Occupations – ROBSON – June 202...Competition and Regulation in Professions and Occupations – ROBSON – June 202...
Competition and Regulation in Professions and Occupations – ROBSON – June 202...
 
Suzanne Lagerweij - Influence Without Power - Why Empathy is Your Best Friend...
Suzanne Lagerweij - Influence Without Power - Why Empathy is Your Best Friend...Suzanne Lagerweij - Influence Without Power - Why Empathy is Your Best Friend...
Suzanne Lagerweij - Influence Without Power - Why Empathy is Your Best Friend...
 
Pro-competitive Industrial Policy – LANE – June 2024 OECD discussion
Pro-competitive Industrial Policy – LANE – June 2024 OECD discussionPro-competitive Industrial Policy – LANE – June 2024 OECD discussion
Pro-competitive Industrial Policy – LANE – June 2024 OECD discussion
 
原版制作贝德福特大学毕业证(bedfordhire毕业证)硕士文凭原版一模一样
原版制作贝德福特大学毕业证(bedfordhire毕业证)硕士文凭原版一模一样原版制作贝德福特大学毕业证(bedfordhire毕业证)硕士文凭原版一模一样
原版制作贝德福特大学毕业证(bedfordhire毕业证)硕士文凭原版一模一样
 
The remarkable life of Sir Mokshagundam Visvesvaraya.pptx
The remarkable life of Sir Mokshagundam Visvesvaraya.pptxThe remarkable life of Sir Mokshagundam Visvesvaraya.pptx
The remarkable life of Sir Mokshagundam Visvesvaraya.pptx
 
Disaster Management project for holidays homework and other uses
Disaster Management project for holidays homework and other usesDisaster Management project for holidays homework and other uses
Disaster Management project for holidays homework and other uses
 
Carrer goals.pptx and their importance in real life
Carrer goals.pptx  and their importance in real lifeCarrer goals.pptx  and their importance in real life
Carrer goals.pptx and their importance in real life
 
Collapsing Narratives: Exploring Non-Linearity • a micro report by Rosie Wells
Collapsing Narratives: Exploring Non-Linearity • a micro report by Rosie WellsCollapsing Narratives: Exploring Non-Linearity • a micro report by Rosie Wells
Collapsing Narratives: Exploring Non-Linearity • a micro report by Rosie Wells
 

Daily deals in the mediterranean region a data analytical approach

  • 1. Daily Deals in the Mediterranean Region: a Data Analytical Approach Luka Tomat a , Miha Bratec a , Katarzyna Minor b and Marko Budler a a University of Ljubljana, Slovenia b Cardiff Metropolitan University, Wales, United Kingdom
  • 2. The problem • The rise of e-sales in hotels to include third party channels such as OTA and daily deals • Daily deals combine: • advertising benefits for merchants • substantial discounts for customers • Utilisation of the power of social media to propagate the offers • Daily deal model is a popular booking medium amongst the industry and the customers • Yet, daily deals are still a fairly unexplored phenomenon May 3, 2019 ENTER2019 – Research Track Page 2
  • 3. Focus of the study • To address current basic assumptions about daily deals: • 1) DD are used off-season, and by struggling destinations; • 2) DDs are used by low quality hotels, or hotels with poor online presence; • 3) DD are used as one-off promotion. • Based on English versions of ‘niche’ DD websites and TripAdvisor May 3, 2019 ENTER2019 – Research Track Page 3
  • 4. Methodology • Web analytics based on observations - January to July 2018 • Three main Europe-wide, similar characteristic, travel-focused DDs websites; • 13,963 daily deals offered by 3,525 hotels • TripAdvisor quality scores of the participating hotels • Individual attributes mapped using Web parsing in JAVA script • destination, longitude, latitude, offer start date, offer end date, offer title, hotel name, and hotel address • Data collated in SQL database and processed in MS Access, analysed applying descriptive techniques. May 3, 2019 ENTER2019 – Research Track Page 4
  • 5. Findings 1 • Contrary to research to date daily deals are offered mainly by the hotels in destinations, where the tourist demand is higher May 3, 2019 ENTER2019 – Research Track Page 5
  • 6. Findings 2 • Hotels using the DD websites have relatively high TripAdvisor scores, thus DD usage is not likely to be linked to hotel quality. May 3, 2019 ENTER2019 – Research Track Page 6
  • 7. Findings 3 • Three levels of engagement with daily deal websites: single (one promotion), sporadic (minimum of two and maximum of six promotions), and frequent (one to three times a month) May 3, 2019 ENTER2019 – Research Track Page 7
  • 8. Future research • 1) DD seasonal and destination usage • Further investigations into regional DD usage and distribution • 2) DDs’ effect upon TripAdvisor reviews • Two sets of year on year data, where both DD and quality scores are observed • 3) DD usage patterns • Further detailed cluster analysis of DD variables, e.g. availability of offer vs time of the year, the length of the booking window • 4) DD geographical qualities • e.g. deepness of discount vs frequency of deals, location, quality scores etc. May 3, 2019 ENTER2019 – Research Track Page 8
  • 9. Thank You! Contact: miha.bratec@ef.uni-lj.si; kminor@cardiffmet.ac.uk May 3, 2019 ENTER2019 – Research Track Page 9
  • 10. Thank You! Contact: miha.bratec@ef.uni-lj.si; kminor@cardiffmet.ac.uk May 3, 2019 ENTER2019 – Research Track Page 9

Editor's Notes

  1. 39, 46 and15