SlideShare a Scribd company logo
1 of 12
Download to read offline
Design of Experiments project
Andre Ramos, Gabriela Olinto and Juan Hawa
http://panoramahotelabaete.com.br
Abaete
Treatment combinations
Code Meaning
A1 No email option
A2 Email option
B1 Leave Carnival Add
B2 Packages avaible
C1 Leave Wi-fi and Parking lot at the bottom
C2 Put at the top Wi-fi and Parking lot
The data set
## Clicked A B C
## 0 -1 1 -1
## 0 -1 -1 1
## 0 1 1 -1
## 1 1 -1 -1
## 1 -1 1 -1
## 0 1 -1 -1
## 1 -1 1 -1
## 1 1 -1 -1
## 1 1 1 1
## 1 -1 1 -1
Total runs 177
% Conversion of clicks
## Treatment Combination Users Clicks Conversion
## A1-B2-C2 19 3 15.79
## A2-B2-C1 25 0 0.00
## A2-B1-C1 21 2 9.52
## A1-B1-C1 22 2 9.09
## A2-B2-C2 29 2 6.90
## A1-B2-C1 21 7 33.33
## A2-B1-C2 23 2 8.70
## A1-B1-C2 17 0 0.00
Figure: % Conversion of clicks
0.91
0.09 1
0.67
0.33
0.84
0.16
0.86
0.14
0.91
0.09 1
0.97
0.03
0.00
0.25
0.50
0.75
1.00
A1−B1−C1
A1−B1−C2
A1−B2−C1
A1−B2−C2
A2−B1−C1
A2−B1−C2
A2−B2−C1
A2−B2−C2
Treatment Combination
Percentage
Response
Not Clicked
Clicked
Full model
## term Test.Df Deviance Model.Df statistic p.value
## A 1 3.942 175 112.44960 0.0471*
## B 1 0.672 174 111.77804 0.4125
## C 1 1.901 173 109.87677 0.1679
## A:B 1 10.119 172 99.75777 0.0015*
## A:C 1 0.977 171 98.78123 0.3231
## B:C 1 2.555 170 96.22655 0.11
## A:B:C 1 0.000 169 96.22655 1
Reduced model
## term Test.Df Deviance Model.Df statistic p.value
## A 1 3.942 175 112.4496 0.0471*
## B 1 0.672 174 111.7780 0.4125
## A:B 1 9.898 173 101.8799 0.0017*
Interaction plot
0.00
0.05
0.10
0.15
0.20
0.25
0.30
−1 1
A
Clicked
as.factor(B)
−1
1
Summary ratios
A B No Yes P(N) P(Y) Ratio Odds Ratio
-1 -1 37 2 0.95 0.05 0.05 1
-1 1 30 10 0.75 0.25 0.33 6.33
1 1 39 5 0.89 0.11 0.12 2.35
1 -1 53 1 0.98 0.02 0.02 0.38
Questions?

More Related Content

Featured

2024 State of Marketing Report – by Hubspot
2024 State of Marketing Report – by Hubspot2024 State of Marketing Report – by Hubspot
2024 State of Marketing Report – by HubspotMarius Sescu
 
Everything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPTEverything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPTExpeed Software
 
Product Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage EngineeringsProduct Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage EngineeringsPixeldarts
 
How Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental HealthHow Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental HealthThinkNow
 
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfAI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfmarketingartwork
 
PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024Neil Kimberley
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)contently
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024Albert Qian
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsKurio // The Social Media Age(ncy)
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Search Engine Journal
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summarySpeakerHub
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next Tessa Mero
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentLily Ray
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best PracticesVit Horky
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project managementMindGenius
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...RachelPearson36
 

Featured (20)

2024 State of Marketing Report – by Hubspot
2024 State of Marketing Report – by Hubspot2024 State of Marketing Report – by Hubspot
2024 State of Marketing Report – by Hubspot
 
Everything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPTEverything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPT
 
Product Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage EngineeringsProduct Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage Engineerings
 
How Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental HealthHow Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental Health
 
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfAI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
 
Skeleton Culture Code
Skeleton Culture CodeSkeleton Culture Code
Skeleton Culture Code
 
PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie Insights
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search Intent
 
How to have difficult conversations
How to have difficult conversations How to have difficult conversations
How to have difficult conversations
 
Introduction to Data Science
Introduction to Data ScienceIntroduction to Data Science
Introduction to Data Science
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best Practices
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project management
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
 

doe_presentation

  • 1. Design of Experiments project Andre Ramos, Gabriela Olinto and Juan Hawa
  • 4. Treatment combinations Code Meaning A1 No email option A2 Email option B1 Leave Carnival Add B2 Packages avaible C1 Leave Wi-fi and Parking lot at the bottom C2 Put at the top Wi-fi and Parking lot
  • 5. The data set ## Clicked A B C ## 0 -1 1 -1 ## 0 -1 -1 1 ## 0 1 1 -1 ## 1 1 -1 -1 ## 1 -1 1 -1 ## 0 1 -1 -1 ## 1 -1 1 -1 ## 1 1 -1 -1 ## 1 1 1 1 ## 1 -1 1 -1 Total runs 177
  • 6. % Conversion of clicks ## Treatment Combination Users Clicks Conversion ## A1-B2-C2 19 3 15.79 ## A2-B2-C1 25 0 0.00 ## A2-B1-C1 21 2 9.52 ## A1-B1-C1 22 2 9.09 ## A2-B2-C2 29 2 6.90 ## A1-B2-C1 21 7 33.33 ## A2-B1-C2 23 2 8.70 ## A1-B1-C2 17 0 0.00
  • 7. Figure: % Conversion of clicks 0.91 0.09 1 0.67 0.33 0.84 0.16 0.86 0.14 0.91 0.09 1 0.97 0.03 0.00 0.25 0.50 0.75 1.00 A1−B1−C1 A1−B1−C2 A1−B2−C1 A1−B2−C2 A2−B1−C1 A2−B1−C2 A2−B2−C1 A2−B2−C2 Treatment Combination Percentage Response Not Clicked Clicked
  • 8. Full model ## term Test.Df Deviance Model.Df statistic p.value ## A 1 3.942 175 112.44960 0.0471* ## B 1 0.672 174 111.77804 0.4125 ## C 1 1.901 173 109.87677 0.1679 ## A:B 1 10.119 172 99.75777 0.0015* ## A:C 1 0.977 171 98.78123 0.3231 ## B:C 1 2.555 170 96.22655 0.11 ## A:B:C 1 0.000 169 96.22655 1
  • 9. Reduced model ## term Test.Df Deviance Model.Df statistic p.value ## A 1 3.942 175 112.4496 0.0471* ## B 1 0.672 174 111.7780 0.4125 ## A:B 1 9.898 173 101.8799 0.0017*
  • 11. Summary ratios A B No Yes P(N) P(Y) Ratio Odds Ratio -1 -1 37 2 0.95 0.05 0.05 1 -1 1 30 10 0.75 0.25 0.33 6.33 1 1 39 5 0.89 0.11 0.12 2.35 1 -1 53 1 0.98 0.02 0.02 0.38