SlideShare a Scribd company logo
1 of 33
Lessons from redesigning
LinkedIn Search
Kumaresh Pattabiraman (@kumareshp)
Senior Product Manager, LinkedIn
May 16, 2014
2012
The Search Page
•
5B queries a year
One of the top visited pages on LinkedIn
Why fix it?
• Selling us short – Discoverability
 LinkedIn has more to offer than just people search, but
the other verticals don’t get discovered enough
• Inflexible - Not easy to iterate
 Each search vertical is built on a different stack with low
leverage across verticals
• Design cadence with the rest of the site
 Search verticals look completely different from each
other, and LinkedIn is doing a site-wide redesign
March 15, 2012
Product Review
New design: Unified Search
Product Goals
 Engagement from Search
(Page Views & Actions driven
from search)
 Searchers per vertical
 Dead-end searches
 Revenue from search
1 year later
March 25, 2013
5% Public Launch
Early Results
 Engagement from Search
(Page Views & Actions)
 Searchers per vertical
 Dead-end searches
 Revenue from search
What changed?
100+ things
Change 1: The Vertical Selector
Before Unified Search
Searcher gets control of what
they are searching for
(People, Jobs, Companies,
Groups)
Unified Search
We remove the vertical selector
Change 2: Intent detector
Before Unified Search
Searcher specifies intent
explicitly
Unified Search
We algorithmically predict the
searcher’s intent
Query: “marketing”
?
Change 3: Buttons
Before Unified Search
Big blue Action buttons
Unified Search
Small gray CTAs
Vote
What change do you think impacted
engagement the most?
 Vertical Selector
 Intent Detector
 Gray vs Blue buttons
To find out… We ran controlled A/B tests
Control
Default search box with no
vertical selector
Treatments
Vertical selector
Ghost text changes
We prioritized what to test... ruthlessly
And measured the isolated impact of major changes
Metrics
A/B tests
We optimized for speed of learning
• Quick experimental iterations designed to
answer the most burning questions
• Design -> Spec -> Dev -> QA -> Prod in
~1 week.
We identified and ramped the winning
changes
And either iterated on or killed the losing
ones
3 months and ~30 experiments later
June 25, 2013: 100% en-US Launch
And we eventually rolled out Unified Search
100% worldwide over the following 3 months…
Results
 Engagement from Search
(Page Views & Actions)
 Searchers per vertical
 Dead-end searches
 Revenue from search
What did we learn?
#1: Have opportunity analysis drive goal setting
Was an X% increase in searchers per vertical a realistic goal?
eg: How much of search traffic can we realistically expect to
distribute from people to other verticals with unified search?
Opportunity unclear? Test the waters - Quickly
Example of a test we ran within one dev quarter:
Structured suggestions to clarify user’s vertical intent
#2: Importance of controlled experimentation
• To understand the isolated impact of each
major change
• Especially so when you are changing
something working well
• Even when the combination of changes is
a huge net win (so we know what led to
the win)
• Often mistaken with going after
“incremental” wins - Disruptive changes
can be executed incrementally and can be
tested in a controlled fashion
Google: Thousands of search experiments per year
Bing: Search Quality α Experimental velocity
“You have to kiss a lot of frogs to find one
prince. So how can you find your prince
faster? By finding more frogs and kissing
them faster and faster.”
Mike Moran
Do It Wrong Quickly: How the Web Changes the Old
Marketing Rules, 2007
#3: Agility in a crisis
Product launches after 1 year in development.
Metrics drop.
Panic sets.
All hands on deck.
Huge number of (emotional) people involved.
Huge number of options.
Behind schedule on ramp.
The clock is ticking.
Often the time for drastic measures…
And yet, it is important to be agile. We made controlled changes,
executing quickly and taking rational decisions based on data
Organizational alignment critical to pull this off…
• Product/Design: Micro-prioritization, mini-specs for
experiments with clear hypotheses
• Web-dev/Apps: Time-box efforts, limited scope (eg:
launch test in a subset of locales or browsers)
• Relevance: Practical hand-tuned approaches
• Analytics: A/B dashboards and custom analysis
• QA: Minimal QA automation & more manual checks
until test succeeds
• SRE/Ops: Frequent deployments
3 Key Takeaways
• Analyze opportunity & test the waters
early, quickly, cheaply
• Control your biggest changes to
understand isolated impact
• Stay agile when things go wrong
Thanks!
Questions/Comments? @kumareshp

More Related Content

What's hot

TDD Anti-patterns (2022 edition)
TDD Anti-patterns (2022 edition)TDD Anti-patterns (2022 edition)
TDD Anti-patterns (2022 edition)Ahmed Misbah
 
Improving Search Relevance in Elasticsearch Using Machine Learning - Milorad ...
Improving Search Relevance in Elasticsearch Using Machine Learning - Milorad ...Improving Search Relevance in Elasticsearch Using Machine Learning - Milorad ...
Improving Search Relevance in Elasticsearch Using Machine Learning - Milorad ...Institute of Contemporary Sciences
 
Test Driven Development
Test Driven DevelopmentTest Driven Development
Test Driven DevelopmentDhaval Dalal
 
Agile Transformation Defined
Agile Transformation DefinedAgile Transformation Defined
Agile Transformation DefinedChristoph Mathis
 
Liberating Structure Day 1 Slides
Liberating Structure Day 1 SlidesLiberating Structure Day 1 Slides
Liberating Structure Day 1 SlidesZachary Cohn
 

What's hot (6)

TDD Anti-patterns (2022 edition)
TDD Anti-patterns (2022 edition)TDD Anti-patterns (2022 edition)
TDD Anti-patterns (2022 edition)
 
Improving Search Relevance in Elasticsearch Using Machine Learning - Milorad ...
Improving Search Relevance in Elasticsearch Using Machine Learning - Milorad ...Improving Search Relevance in Elasticsearch Using Machine Learning - Milorad ...
Improving Search Relevance in Elasticsearch Using Machine Learning - Milorad ...
 
Test Driven Development
Test Driven DevelopmentTest Driven Development
Test Driven Development
 
Agile Transformation Defined
Agile Transformation DefinedAgile Transformation Defined
Agile Transformation Defined
 
Agile presentation
Agile presentationAgile presentation
Agile presentation
 
Liberating Structure Day 1 Slides
Liberating Structure Day 1 SlidesLiberating Structure Day 1 Slides
Liberating Structure Day 1 Slides
 

Similar to Lessons from redesigning LinkedIn Search

Conversion Rate Optimization for Business Growth
Conversion Rate Optimization for Business GrowthConversion Rate Optimization for Business Growth
Conversion Rate Optimization for Business GrowthReapDigital
 
Introduction to Search #m365chicago
Introduction to Search #m365chicagoIntroduction to Search #m365chicago
Introduction to Search #m365chicagoKanwal Khipple
 
SRC101 Introduction to Search #365EDUCon
SRC101 Introduction to Search #365EDUConSRC101 Introduction to Search #365EDUCon
SRC101 Introduction to Search #365EDUConKanwal Khipple
 
Introduction to Microsoft Search #SRC101 #365EduCon 20211214
Introduction to Microsoft Search #SRC101 #365EduCon 20211214Introduction to Microsoft Search #SRC101 #365EduCon 20211214
Introduction to Microsoft Search #SRC101 #365EduCon 20211214Kanwal Khipple
 
User Research Fast & Cheap
User Research Fast & Cheap User Research Fast & Cheap
User Research Fast & Cheap John H Douglass
 
Measuring the Quality of Online Service - Jinyoung kim
Measuring the Quality of Online Service - Jinyoung kimMeasuring the Quality of Online Service - Jinyoung kim
Measuring the Quality of Online Service - Jinyoung kimJin Young Kim
 
Putting Customers First: How To Build Data-Driven Strategies To Ensure Custom...
Putting Customers First: How To Build Data-Driven Strategies To Ensure Custom...Putting Customers First: How To Build Data-Driven Strategies To Ensure Custom...
Putting Customers First: How To Build Data-Driven Strategies To Ensure Custom...VWO
 
Using data to guide product development
Using data to guide product developmentUsing data to guide product development
Using data to guide product developmentMat Clayton
 
NACDEP 2015 - Are we entrepreneurs?
NACDEP 2015  - Are we entrepreneurs?NACDEP 2015  - Are we entrepreneurs?
NACDEP 2015 - Are we entrepreneurs?Glenn Muske
 
First Things First: Fix the Tasks!
First Things First: Fix the Tasks!First Things First: Fix the Tasks!
First Things First: Fix the Tasks!Neo Insight
 
Leading Change from the Quality team
Leading Change from the Quality teamLeading Change from the Quality team
Leading Change from the Quality teamJohn Ruberto
 
RankBrain, Artificial Intelligence and the Search Experience: The SEO's Roadm...
RankBrain, Artificial Intelligence and the Search Experience: The SEO's Roadm...RankBrain, Artificial Intelligence and the Search Experience: The SEO's Roadm...
RankBrain, Artificial Intelligence and the Search Experience: The SEO's Roadm...seoClarity
 
You can't manage what you can't measure - User Vision Breakfast Briefing
You can't manage what you can't measure - User Vision Breakfast BriefingYou can't manage what you can't measure - User Vision Breakfast Briefing
You can't manage what you can't measure - User Vision Breakfast BriefingUser Vision
 
How to Succeed as a PM by fmr Native Instrument Dir of Product
How to Succeed as a PM by fmr Native Instrument Dir of ProductHow to Succeed as a PM by fmr Native Instrument Dir of Product
How to Succeed as a PM by fmr Native Instrument Dir of ProductProduct School
 
Continuous Improvement
Continuous ImprovementContinuous Improvement
Continuous ImprovementReading Room
 
Safeabilty: Analyzing the Relationship between Safety and Reliability
Safeabilty: Analyzing the Relationship between Safety and Reliability Safeabilty: Analyzing the Relationship between Safety and Reliability
Safeabilty: Analyzing the Relationship between Safety and Reliability PlantEngineering
 
UCO16 - An Independent Evaluation of Third-Party SharePoint Analytics Offerings
UCO16 - An Independent Evaluation of Third-Party SharePoint Analytics OfferingsUCO16 - An Independent Evaluation of Third-Party SharePoint Analytics Offerings
UCO16 - An Independent Evaluation of Third-Party SharePoint Analytics OfferingsJonathan Ralton
 
Bring Rapid User Research Methods to Agile Teams
Bring Rapid User Research Methods to Agile TeamsBring Rapid User Research Methods to Agile Teams
Bring Rapid User Research Methods to Agile TeamsBob Thomas
 
Cut Through the Web Analytics Fog: Using GA Data Grabber to Act on Google Ana...
Cut Through the Web Analytics Fog: Using GA Data Grabber to Act on Google Ana...Cut Through the Web Analytics Fog: Using GA Data Grabber to Act on Google Ana...
Cut Through the Web Analytics Fog: Using GA Data Grabber to Act on Google Ana...Brian Alpert
 

Similar to Lessons from redesigning LinkedIn Search (20)

Using online tools to help us assess our public legal education work
Using online tools to help us assess our public legal education work Using online tools to help us assess our public legal education work
Using online tools to help us assess our public legal education work
 
Conversion Rate Optimization for Business Growth
Conversion Rate Optimization for Business GrowthConversion Rate Optimization for Business Growth
Conversion Rate Optimization for Business Growth
 
Introduction to Search #m365chicago
Introduction to Search #m365chicagoIntroduction to Search #m365chicago
Introduction to Search #m365chicago
 
SRC101 Introduction to Search #365EDUCon
SRC101 Introduction to Search #365EDUConSRC101 Introduction to Search #365EDUCon
SRC101 Introduction to Search #365EDUCon
 
Introduction to Microsoft Search #SRC101 #365EduCon 20211214
Introduction to Microsoft Search #SRC101 #365EduCon 20211214Introduction to Microsoft Search #SRC101 #365EduCon 20211214
Introduction to Microsoft Search #SRC101 #365EduCon 20211214
 
User Research Fast & Cheap
User Research Fast & Cheap User Research Fast & Cheap
User Research Fast & Cheap
 
Measuring the Quality of Online Service - Jinyoung kim
Measuring the Quality of Online Service - Jinyoung kimMeasuring the Quality of Online Service - Jinyoung kim
Measuring the Quality of Online Service - Jinyoung kim
 
Putting Customers First: How To Build Data-Driven Strategies To Ensure Custom...
Putting Customers First: How To Build Data-Driven Strategies To Ensure Custom...Putting Customers First: How To Build Data-Driven Strategies To Ensure Custom...
Putting Customers First: How To Build Data-Driven Strategies To Ensure Custom...
 
Using data to guide product development
Using data to guide product developmentUsing data to guide product development
Using data to guide product development
 
NACDEP 2015 - Are we entrepreneurs?
NACDEP 2015  - Are we entrepreneurs?NACDEP 2015  - Are we entrepreneurs?
NACDEP 2015 - Are we entrepreneurs?
 
First Things First: Fix the Tasks!
First Things First: Fix the Tasks!First Things First: Fix the Tasks!
First Things First: Fix the Tasks!
 
Leading Change from the Quality team
Leading Change from the Quality teamLeading Change from the Quality team
Leading Change from the Quality team
 
RankBrain, Artificial Intelligence and the Search Experience: The SEO's Roadm...
RankBrain, Artificial Intelligence and the Search Experience: The SEO's Roadm...RankBrain, Artificial Intelligence and the Search Experience: The SEO's Roadm...
RankBrain, Artificial Intelligence and the Search Experience: The SEO's Roadm...
 
You can't manage what you can't measure - User Vision Breakfast Briefing
You can't manage what you can't measure - User Vision Breakfast BriefingYou can't manage what you can't measure - User Vision Breakfast Briefing
You can't manage what you can't measure - User Vision Breakfast Briefing
 
How to Succeed as a PM by fmr Native Instrument Dir of Product
How to Succeed as a PM by fmr Native Instrument Dir of ProductHow to Succeed as a PM by fmr Native Instrument Dir of Product
How to Succeed as a PM by fmr Native Instrument Dir of Product
 
Continuous Improvement
Continuous ImprovementContinuous Improvement
Continuous Improvement
 
Safeabilty: Analyzing the Relationship between Safety and Reliability
Safeabilty: Analyzing the Relationship between Safety and Reliability Safeabilty: Analyzing the Relationship between Safety and Reliability
Safeabilty: Analyzing the Relationship between Safety and Reliability
 
UCO16 - An Independent Evaluation of Third-Party SharePoint Analytics Offerings
UCO16 - An Independent Evaluation of Third-Party SharePoint Analytics OfferingsUCO16 - An Independent Evaluation of Third-Party SharePoint Analytics Offerings
UCO16 - An Independent Evaluation of Third-Party SharePoint Analytics Offerings
 
Bring Rapid User Research Methods to Agile Teams
Bring Rapid User Research Methods to Agile TeamsBring Rapid User Research Methods to Agile Teams
Bring Rapid User Research Methods to Agile Teams
 
Cut Through the Web Analytics Fog: Using GA Data Grabber to Act on Google Ana...
Cut Through the Web Analytics Fog: Using GA Data Grabber to Act on Google Ana...Cut Through the Web Analytics Fog: Using GA Data Grabber to Act on Google Ana...
Cut Through the Web Analytics Fog: Using GA Data Grabber to Act on Google Ana...
 

Recently uploaded

Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherRemote DBA Services
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...Zilliz
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsNanddeep Nachan
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processorsdebabhi2
 
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Jeffrey Haguewood
 
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Zilliz
 
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu SubbuApidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbuapidays
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native ApplicationsWSO2
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingEdi Saputra
 
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...apidays
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century educationjfdjdjcjdnsjd
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024The Digital Insurer
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxRustici Software
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc
 

Recently uploaded (20)

Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectors
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
 
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
 
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu SubbuApidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native Applications
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptx
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 

Lessons from redesigning LinkedIn Search

  • 1. Lessons from redesigning LinkedIn Search Kumaresh Pattabiraman (@kumareshp) Senior Product Manager, LinkedIn May 16, 2014
  • 4. 5B queries a year One of the top visited pages on LinkedIn
  • 5. Why fix it? • Selling us short – Discoverability  LinkedIn has more to offer than just people search, but the other verticals don’t get discovered enough • Inflexible - Not easy to iterate  Each search vertical is built on a different stack with low leverage across verticals • Design cadence with the rest of the site  Search verticals look completely different from each other, and LinkedIn is doing a site-wide redesign
  • 8. Product Goals  Engagement from Search (Page Views & Actions driven from search)  Searchers per vertical  Dead-end searches  Revenue from search
  • 9. 1 year later March 25, 2013 5% Public Launch
  • 10. Early Results  Engagement from Search (Page Views & Actions)  Searchers per vertical  Dead-end searches  Revenue from search
  • 13. Change 1: The Vertical Selector Before Unified Search Searcher gets control of what they are searching for (People, Jobs, Companies, Groups) Unified Search We remove the vertical selector
  • 14. Change 2: Intent detector Before Unified Search Searcher specifies intent explicitly Unified Search We algorithmically predict the searcher’s intent Query: “marketing” ?
  • 15. Change 3: Buttons Before Unified Search Big blue Action buttons Unified Search Small gray CTAs
  • 16. Vote What change do you think impacted engagement the most?  Vertical Selector  Intent Detector  Gray vs Blue buttons
  • 17. To find out… We ran controlled A/B tests Control Default search box with no vertical selector Treatments Vertical selector Ghost text changes
  • 18. We prioritized what to test... ruthlessly
  • 19. And measured the isolated impact of major changes Metrics A/B tests
  • 20. We optimized for speed of learning • Quick experimental iterations designed to answer the most burning questions • Design -> Spec -> Dev -> QA -> Prod in ~1 week. We identified and ramped the winning changes And either iterated on or killed the losing ones
  • 21. 3 months and ~30 experiments later June 25, 2013: 100% en-US Launch And we eventually rolled out Unified Search 100% worldwide over the following 3 months…
  • 22. Results  Engagement from Search (Page Views & Actions)  Searchers per vertical  Dead-end searches  Revenue from search
  • 23. What did we learn?
  • 24. #1: Have opportunity analysis drive goal setting Was an X% increase in searchers per vertical a realistic goal? eg: How much of search traffic can we realistically expect to distribute from people to other verticals with unified search?
  • 25. Opportunity unclear? Test the waters - Quickly Example of a test we ran within one dev quarter: Structured suggestions to clarify user’s vertical intent
  • 26. #2: Importance of controlled experimentation • To understand the isolated impact of each major change • Especially so when you are changing something working well • Even when the combination of changes is a huge net win (so we know what led to the win) • Often mistaken with going after “incremental” wins - Disruptive changes can be executed incrementally and can be tested in a controlled fashion
  • 27. Google: Thousands of search experiments per year
  • 28. Bing: Search Quality α Experimental velocity
  • 29. “You have to kiss a lot of frogs to find one prince. So how can you find your prince faster? By finding more frogs and kissing them faster and faster.” Mike Moran Do It Wrong Quickly: How the Web Changes the Old Marketing Rules, 2007
  • 30. #3: Agility in a crisis Product launches after 1 year in development. Metrics drop. Panic sets. All hands on deck. Huge number of (emotional) people involved. Huge number of options. Behind schedule on ramp. The clock is ticking. Often the time for drastic measures… And yet, it is important to be agile. We made controlled changes, executing quickly and taking rational decisions based on data
  • 31. Organizational alignment critical to pull this off… • Product/Design: Micro-prioritization, mini-specs for experiments with clear hypotheses • Web-dev/Apps: Time-box efforts, limited scope (eg: launch test in a subset of locales or browsers) • Relevance: Practical hand-tuned approaches • Analytics: A/B dashboards and custom analysis • QA: Minimal QA automation & more manual checks until test succeeds • SRE/Ops: Frequent deployments
  • 32. 3 Key Takeaways • Analyze opportunity & test the waters early, quickly, cheaply • Control your biggest changes to understand isolated impact • Stay agile when things go wrong

Editor's Notes

  1. 5B Searches a day among most popular pages on site. Everything looks great. Why fix it?
  2. Kevin: Any high level data to support this?
  3. What is a product review… Execs – How are products developed and deployed here? What is the role of a product manager?
  4. Talk about features of unified search… Explain a use-case. Voice-over how this helps.
  5. Define engagement… (Page views, Actions) Not showing numbers. +20% actions +10% page views > +100% searchers (remove) -20% dead-ends
  6. Num Eng, Des, people… 5% of site traffic…
  7. History… personal take… Day 1… Not showing numbers -14% actions -6% page views -1% searchers +10% dead-ends -$X revenue
  8. Talk through this…
  9. 3 major changes…
  10. Expand CTA
  11. Guess the biggest driver that turned things around, from this list of three
  12. You can run multiple, not just conflict with each other… as a reason for why we need infrastructure for it… conceptually simple – but infra needs to support it… experimentation platform… take advantage.. Simplification of architecture.. Not only did people differ on this but they had strong reasons, backed by strong intuition…\
  13. Explain the process…
  14. Blurred – Readable… Show 3
  15. +10% actions +2% page views Flat on searchers and dead-ends +$X weekly ad revenue
  16. Climax – story telling – Positioning unified search…
  17. Platform a requirement for product changes. Talk about unified search as a platform…
  18. How do you get a team that is used to building a product with a 1 year time-frame in mind to suddenly be iterative and experimental? What hypotheses are worth testing? How much effort do you put into a particular test… What makes a test a good test… Take slide from Kohavi’s talk Frogs and faster… from management…