SlideShare a Scribd company logo
1 of 44
what does duane do at bing


                                    Bing Webmaster Tools
                                    Speaks at shows, runs forums and
                                    blog, provides guidance on new WM
                                    tools
                                    www.bing.com/toolbox/webmasters

                                    Does he have a clue?
                                    12+ years as an inhouse SEO; ran seo at
                                    MSN; has helped Disney, GAP, Walmart +

                                    http://www.linkedin.com/in/dforrester
         @duaneforrester            And this helps me how?
                                    Blogging since 2001; owns 150 domains;
                                    gets monthly Adsense checks ($x,xxx)
                                    http://twitter.com/#!/DuaneForrester


Your data, always fully provided.
Your data, always fully provided.
Search – we're trying to solve…




Your data, always fully provided.   ComScore and Microsoft Internal Analysis
Moving Beyond Queries to Sessions
Increasing Use for More Complex Tasks

            Time Spent on
          Sessions by Length                                  Queries Over Time
                        0-3 mins
         >30 mins          9%                           Exact Repeats
           46%                                              19%                      Partial
                                                                                    Repeats
                                    3-10 mins                                         30%
                    Almost             12%
                                                                        Almost
                    50%                                                 50%
            of all time spent              10-15 mins
                                              10%
                                                                   of queries are
            searching is on                                         returning to
         sessions > 30 minutes                                     previous tasks

                                                        New Queries
                              15-30 mins
                                                           51%
                                 23%




Search Sessions are Long and Repetitive…

Your data, always fully provided.
A hotel that’s near Bryant Park, since
that’s near my meeting, has reliable air
conditioning, good smelling shampoo
and a shower taller than me. A decent
bar is nice to have. A coffee maker in the
room is critical. I don’t care if it’s
Starwood. Needs to be under
$200/night.
A Changing “Web of Objects”
 Real-Time Firehose                 People            Services




 Devices                            Places/Things   Multimedia


Your data, always fully provided.
A Changing Web of Your Objects

                                    Mark up your content




Schema.org can help

Your data, always fully provided.
To crawl a URL costs roughly a penny…a little less, in fact

                               There are over a trillion pages online, from ~ 650 million sites

                               We need to crawl them all to see if they’re worth indexing




             REAL-TIME               SOCIAL                       LOCAL & MOBILE COMMERCE




   DEVICES                   PLATFORMS                          SERVICES




Your data, always fully provided.                                                                 9
Your data, always fully provided.
Reinventing Search Across 3 Dimensions
    Information Architecture
    Creation of new
    information via social
    graph and geospatial
    index
    Interaction Model
    Not just mouse and
    keyboard, but also
    voice, touch, gesture &
    vision
    Entry Points
    Not just browser, but
    devices, services and
    social networks




Your data, always fully provided.
Search - Evolved
Deliver knowledge by computationally understanding user intent.

    “Linda”          Query           Intent Detection            Task Derivation
                                     •   Who                 •    Purchase
                                     •   Where               •    Install
                 “home gym”          •   Others              •    Sell
                                     •   Semantic            •    Set fire to
                                     •   Research            •    Impress friends




                         Content
                         Services
                         Media           +              UX
                         Real Time


Your data, always fully provided.
Other Major Trends




              Semantics

              Mobile




Your data, always fully provided.
Semantic User Experience




Your data, always fully provided.
Mobile




Your data, always fully provided.
The State of Mobile

             App chaos
                Agents
                Commerce
                Control Surfaces

                Challenges
                   Batteries
                   Interfaces
                   Network capacity
                   Service interop




Your data, always fully provided.
Your data, always fully provided.
How social impacts search




                                    Hover




Your data, always fully provided.
The Case for Social
Humanity is leaving its traces…




Your data, always fully provided.
More than just traces, a collective convo…




 http://www.facebook.com/notes/facebook-
 engineering/visualizing-
 friendships/469716398919

Your data, always fully provided.
Twitter on NYE 2010




Your data, always fully provided.
• Signal of topical authority
 • Real-time – engines want fresh
   content, fast
 • Integrated social signals influence click
   actions of searchers
 • Social signals remain only a few of
   thousands of signals for organic
   ranking




How users click on your results can impact rankings and when we show cues like your
Facebook friends with results, click rates can be impacted.



Your data, always fully provided.
Social graph and Patterns
                       Social Graph                        Patterns
                        Retweets/Likes                      Natural
                        (by whom)

   Follows
   (Twitter)                  You:
                                            Who else
                           Followers
                                            Posts/Shares
                           Follows          (reputation)
                           Likes
                           Replies
      Followers                                            Unnatural
      (Twitter)                             Fans
                                            (Facebook)


                            Focus

      Quality                          Trust
      Popularity                       Timeliness
Your data, always fully provided.
•
        •
        •


        •

        •
        •

 • How to be an expert
    • Share your knowledge freely
    • Limit self promotion (80/20 rule)
    • Share items related to the topic, not just your POV on the topic
    • Answer questions promptly
    • Match level of detail to the audience
Your data, always fully provided.
Search – you’re trying to solve…

When optimizing your site for search, you invest in these major areas




  QUALITY                    TRUST       POPULARITY       TIMELINESS



    Content                 Authority        Traffic       Current
      Links                 Usefulness    Repeat Visits     Fresh
   Appearance                Resource        Links         Relevant
Your data, always fully provided.
Man’s History of Marketing
                                                                                        Billboards
                                                                                          Radio              Email
                                                                 Mercantile shops                             SEO
               Throwing rocks   Smoke signals   Trading goods   Mail order catalogues   Television            PPC




Your data, always fully provided.                                                                    Image credit: www.conducthq.com
•   Keyword stuffing          •   SEO software works           •    Google and MSN Search launch                                                         •       Google fights spam
    all the rage                  very well for #1             •    Word spreads that links help rankings                                                        with Florida update;
•   SE submissions                placements                   •    DMOZ launches and starts directory                    •       First paid link                hurts legit sites
    help rankings             •   cloaking makes its                movement                                                      network appears        •       Blogging takes off
                                  appearance                                                                                                             •       Text Link Ads creates
                                                                                                                                                                 network link buying
                                                                                               •   Google Toolbar shows PR –
              •       Dawn of modern search                                                        drives link requests
                      engines w/Altavista                                                                                                                        •     Google notes the
              •       Death of SE submissions                                                                                                                          “sandbox”
                                                                          •    First SEO conference
                                                                               held: SE Strategies                                                               •     Link Farms appear



      1994                  1995              1997                 1998             1999                  2000                    2002              2003                     2004


      2005                  2006              2007                 2008             2009                  2010                    2011              2012                     2013


                                                                                                                                                                                •   Social
                  •   XML sitemaps                   •   Google’s “Brand”           •   Canonical tag                         •    Google launches G+                               signals
                      jointly supported                  update uses “trust             appears                               •    G launches +1, tells                             continue
                      by all engines                     signals” to restack        •   Caffeine rolls out                         sites they rank                                  to
                                                         SERP around                    allowing faster                            better displaying it                             influence
                                                         brands                         indexing – “real                                                                            SERPs
                                                                                        time” search is here          •   Bing partners with
•   Nofollow tags appear;            •    Universal search appears                  •   Tweets integrated                 Facebook to                        •       Bing expands
    PR sculpting follows             •    Text Link Ads banned by Google                showing future of                 integrate social                           social inclusion
•   G Jagger/BigDaddy                •    Wikipedia shows the future –                  social influencing                signals into SERPs                         with
    updates seek link spam                domain authority through                      search                        •   rich snippets                              FB, Twitter, Quora
                                          content depth                                                                   starting to be used                        & 4Square
                                                                                                                          by sites                           •       Rich Snippets
                                                                                                                                                                     impacting SERPs
    Your data, always fully provided.                                     Data credit: gossip.greenlightdigital.com/blog/the-history-and-evolution-of-seo/
Your data, always fully provided.
• Build social followers & fans
   organically
 • Wall posts/tweets with links
   are perceived as more
   credible and useful
 • Get the basics of SEO
   covered, then focus on
   content
 • Its worth repeating:
   unique, compelling content
   still works
Your data, always fully provided.
• The engines really respond
   to unique, useful content
 • Your visitors respond to
   this as well
 • It’s a wise investment of
   your time
 • Don’t take shortcuts – limit
   syndicated content




Your data, always fully provided.   image credit: http://mashable.com/2011/01/10/social-content-strategy/
• The Internet is B.I.G. Slice and
   dice to find your niche.
 • Plenty of niche areas to
   explore/exploit – start your
   fight where you can dominate
 • Choose your voice wisely;
   don’t be afraid to express an
   informed opinion
 • Watch what users respond to,
   then amplify along those lines


Your data, always fully provided.
• Know exactly what users
   are searching for
 • Data can help you uncover
   new niches or refine your
   focus
 • Helps keep you focused on
   creating compelling
   content
 • Got writers block? Check
   your keyword research for
   inspiration
Your data, always fully provided.
• Be realistic – this is a
   business after all
 • Set goals and plan your
   work
 • There are no failures, just
   learning opportunities
 • Be thoughtful, helpful and
   informed




Your data, always fully provided.
•   Crawlability                                                        •   Content
     –   Xml sitemaps                                                        –      Build based on keyword research
     –   Navigational structure                                              –      Down-level experience enhances discoverability
     –   Rich media cautions                                                 –      Keep out of rich media and images
     –   Graceful degradation                                                –      250 words per page or more
     –   URL structure                                                       –      Produce new content frequently
     –   Robots.txt                                                          –      Make it unique – don’t reuse content from other
•   Site Structure                                                                  sources
     –   Links                                                               –      Content management – using 301s to reclaim value
                                                                                    from retiring content/pages
     –   URL structure and keyword usage                                     –      <LINK> canonical to help engines understand which
     –   Clean URLs – no extraneous parameters                                      page should be indexed and have value attributed to it
         (sessions, tracking, etc.)                                          –      404 error page management to help cleanse old pages
     –   HTML & XML sitemaps                                                        from search engine indexes
     –   Content hierarchy                                              •   Links
     –   Global navigation – springs form hierarchy planning +               –      Plan for incoming & outgoing link generation
         style of nav (breadcrumb, link lists, etc.)
     –   Rich media – don’t bury links in Javascript/flash                   –      Internal & external link management
         /silverlight/AJAX                                                   –      Content selection – planning where to link to
•   On-Page                                                                  –      Link promotion via social spaces – direct traffic & seo
                                                                                    value
     –   Head copy                                                           –      Managing anchor text properly
           •   Titles – unique, relevant, 60 characters or so long
           •   Descriptions – unique, relevant, grammatically
                                                                             –      URL structure can help insert keywords where they are
               correct, 160 or fewer characters (Google shows up to                 needed
               160 characters)                                          •   Social
     –   Body Copy                                                           –      Build your community
           •   H1, H2 and other H tag usage                                  –      Interact often
           •   ALT tag importance & usage                                    –      Share useful content
           •   Keyword usage within the content/text – see “Perfectly
               Optimized Page” image                                         –      Be consistent and useful
           •   Anchor text – using target keywords to support other          –      Grow facebook, twitter, etc.
               internal pages

Your data, always fully provided.
Where does SEO fit in?




             Content         Social   User Experience   Link Building   SEO



Your data, always fully provided.
• Different sources must be handled differently
 • Organic traffic is building trust
 • Paid traffic is ready to open their wallets
 • Email traffic is ready to buy…now


   Each source of traffic to your website requires a slightly different approach to
   getting the conversion. People using search are researching and need to
   build trust. Those clicking on paid ads are typically much closer to a
   purchase decision. Traffic from valid email lists is usually ready to buy
   immediately, though respond best to special offers. Users clicking on banner
   ads are driven by offers.

   In all cases, strive to ensure your conversion path is short and sweet. No
   surveys, no extra options. Get them to the thank you page cleanly. Off the
   shelf carts can usually be tweaked to gain improvements in conversions.
Your data, always fully provided.
Your data, always fully provided.
Your data, always fully provided.
Your data, always fully provided.
Your data, always fully provided.
Your data, always fully provided.
Your data, always fully provided.
Your data, always fully provided.

More Related Content

Viewers also liked

Google Humming Bird Algorithm Update
Google Humming Bird Algorithm UpdateGoogle Humming Bird Algorithm Update
Google Humming Bird Algorithm UpdateLauren C. Jones
 
Get Your Snapchat Game On Point
Get Your Snapchat Game On PointGet Your Snapchat Game On Point
Get Your Snapchat Game On PointCynthia Johnson
 
Epic Content Marketing Australia with Marketo and Joe Pulizzi
Epic Content Marketing Australia with Marketo and Joe PulizziEpic Content Marketing Australia with Marketo and Joe Pulizzi
Epic Content Marketing Australia with Marketo and Joe PulizziJoe Pulizzi
 
Social Media and SEO: Tips for Successful Integration
Social Media and SEO: Tips for Successful Integration  Social Media and SEO: Tips for Successful Integration
Social Media and SEO: Tips for Successful Integration Cynthia Johnson
 
10 Meeting Productivity Hacks
10 Meeting Productivity Hacks10 Meeting Productivity Hacks
10 Meeting Productivity HacksPGi
 
20 Epic Examples of Content Marketing
20 Epic Examples of Content Marketing20 Epic Examples of Content Marketing
20 Epic Examples of Content MarketingJoe Pulizzi
 
80 Digital Marketing Quotes to Drive Motivation
80 Digital Marketing Quotes to Drive Motivation80 Digital Marketing Quotes to Drive Motivation
80 Digital Marketing Quotes to Drive MotivationSalesforce Marketing Cloud
 

Viewers also liked (7)

Google Humming Bird Algorithm Update
Google Humming Bird Algorithm UpdateGoogle Humming Bird Algorithm Update
Google Humming Bird Algorithm Update
 
Get Your Snapchat Game On Point
Get Your Snapchat Game On PointGet Your Snapchat Game On Point
Get Your Snapchat Game On Point
 
Epic Content Marketing Australia with Marketo and Joe Pulizzi
Epic Content Marketing Australia with Marketo and Joe PulizziEpic Content Marketing Australia with Marketo and Joe Pulizzi
Epic Content Marketing Australia with Marketo and Joe Pulizzi
 
Social Media and SEO: Tips for Successful Integration
Social Media and SEO: Tips for Successful Integration  Social Media and SEO: Tips for Successful Integration
Social Media and SEO: Tips for Successful Integration
 
10 Meeting Productivity Hacks
10 Meeting Productivity Hacks10 Meeting Productivity Hacks
10 Meeting Productivity Hacks
 
20 Epic Examples of Content Marketing
20 Epic Examples of Content Marketing20 Epic Examples of Content Marketing
20 Epic Examples of Content Marketing
 
80 Digital Marketing Quotes to Drive Motivation
80 Digital Marketing Quotes to Drive Motivation80 Digital Marketing Quotes to Drive Motivation
80 Digital Marketing Quotes to Drive Motivation
 

More from Utah Digital Marketing Collective

Utah DMC Presents: Video Marketing in a Multi-Platform Era - December 2019
Utah DMC Presents: Video Marketing in a Multi-Platform Era - December 2019Utah DMC Presents: Video Marketing in a Multi-Platform Era - December 2019
Utah DMC Presents: Video Marketing in a Multi-Platform Era - December 2019Utah Digital Marketing Collective
 
Utah DMC Presents: Paid Media in a B2B World - November 2019
Utah DMC Presents: Paid Media in a B2B World - November 2019Utah DMC Presents: Paid Media in a B2B World - November 2019
Utah DMC Presents: Paid Media in a B2B World - November 2019Utah Digital Marketing Collective
 
THE VISUAL SALE: How to Embrace the Visual Revolution and Create a Culture o...
THE VISUAL SALE:  How to Embrace the Visual Revolution and Create a Culture o...THE VISUAL SALE:  How to Embrace the Visual Revolution and Create a Culture o...
THE VISUAL SALE: How to Embrace the Visual Revolution and Create a Culture o...Utah Digital Marketing Collective
 
Why influencers suck and how to work with them and not pay a dime
Why influencers suck and how to work with them and not pay a dimeWhy influencers suck and how to work with them and not pay a dime
Why influencers suck and how to work with them and not pay a dimeUtah Digital Marketing Collective
 
PPC Lead Generation Strategies for Quantity, Quality, and Revenue
PPC Lead Generation Strategies for Quantity, Quality, and RevenuePPC Lead Generation Strategies for Quantity, Quality, and Revenue
PPC Lead Generation Strategies for Quantity, Quality, and RevenueUtah Digital Marketing Collective
 
Everything I Needed To Know About Marketing I Learned Playing Dungeons & Dragons
Everything I Needed To Know About Marketing I Learned Playing Dungeons & DragonsEverything I Needed To Know About Marketing I Learned Playing Dungeons & Dragons
Everything I Needed To Know About Marketing I Learned Playing Dungeons & DragonsUtah Digital Marketing Collective
 
How Machine Learning is Changing the Landscape of Search, Discovery and Engag...
How Machine Learning is Changing the Landscape of Search, Discovery and Engag...How Machine Learning is Changing the Landscape of Search, Discovery and Engag...
How Machine Learning is Changing the Landscape of Search, Discovery and Engag...Utah Digital Marketing Collective
 
How A Remarkable Customer Experience Can Be Your Best Marketing
How A Remarkable Customer Experience Can Be Your Best MarketingHow A Remarkable Customer Experience Can Be Your Best Marketing
How A Remarkable Customer Experience Can Be Your Best MarketingUtah Digital Marketing Collective
 

More from Utah Digital Marketing Collective (20)

Utah DMC Presents: PPC Night - February 2020
Utah DMC Presents: PPC Night - February 2020Utah DMC Presents: PPC Night - February 2020
Utah DMC Presents: PPC Night - February 2020
 
Utah DMC Presents: All About Agencies - January 2020
Utah DMC Presents: All About Agencies - January 2020Utah DMC Presents: All About Agencies - January 2020
Utah DMC Presents: All About Agencies - January 2020
 
Utah DMC Presents: Video Marketing in a Multi-Platform Era - December 2019
Utah DMC Presents: Video Marketing in a Multi-Platform Era - December 2019Utah DMC Presents: Video Marketing in a Multi-Platform Era - December 2019
Utah DMC Presents: Video Marketing in a Multi-Platform Era - December 2019
 
Utah DMC Presents: Paid Media in a B2B World - November 2019
Utah DMC Presents: Paid Media in a B2B World - November 2019Utah DMC Presents: Paid Media in a B2B World - November 2019
Utah DMC Presents: Paid Media in a B2B World - November 2019
 
Utah DMC Presents: Let's Talk eCommerce - October 2019
Utah DMC Presents: Let's Talk eCommerce -  October 2019Utah DMC Presents: Let's Talk eCommerce -  October 2019
Utah DMC Presents: Let's Talk eCommerce - October 2019
 
Utah DMC Presents: PPC Night - September 2019
Utah DMC Presents: PPC Night - September 2019Utah DMC Presents: PPC Night - September 2019
Utah DMC Presents: PPC Night - September 2019
 
The Most Valuable Impression on the Web (Instagram Stories)
The Most Valuable Impression on the Web (Instagram Stories)The Most Valuable Impression on the Web (Instagram Stories)
The Most Valuable Impression on the Web (Instagram Stories)
 
Facebook- Cracking the Code
Facebook- Cracking the CodeFacebook- Cracking the Code
Facebook- Cracking the Code
 
How to Build an Effective Facebook Funnel
How to Build an Effective Facebook FunnelHow to Build an Effective Facebook Funnel
How to Build an Effective Facebook Funnel
 
THE VISUAL SALE: How to Embrace the Visual Revolution and Create a Culture o...
THE VISUAL SALE:  How to Embrace the Visual Revolution and Create a Culture o...THE VISUAL SALE:  How to Embrace the Visual Revolution and Create a Culture o...
THE VISUAL SALE: How to Embrace the Visual Revolution and Create a Culture o...
 
Why influencers suck and how to work with them and not pay a dime
Why influencers suck and how to work with them and not pay a dimeWhy influencers suck and how to work with them and not pay a dime
Why influencers suck and how to work with them and not pay a dime
 
Welcome to The Golden Age of Competitive Research
Welcome to The Golden Age of Competitive ResearchWelcome to The Golden Age of Competitive Research
Welcome to The Golden Age of Competitive Research
 
The Future of Digital Marketing: It's Not What You Think
The Future of Digital Marketing: It's Not What You ThinkThe Future of Digital Marketing: It's Not What You Think
The Future of Digital Marketing: It's Not What You Think
 
PPC Lead Generation Strategies for Quantity, Quality, and Revenue
PPC Lead Generation Strategies for Quantity, Quality, and RevenuePPC Lead Generation Strategies for Quantity, Quality, and Revenue
PPC Lead Generation Strategies for Quantity, Quality, and Revenue
 
Everything I Needed To Know About Marketing I Learned Playing Dungeons & Dragons
Everything I Needed To Know About Marketing I Learned Playing Dungeons & DragonsEverything I Needed To Know About Marketing I Learned Playing Dungeons & Dragons
Everything I Needed To Know About Marketing I Learned Playing Dungeons & Dragons
 
How Machine Learning is Changing the Landscape of Search, Discovery and Engag...
How Machine Learning is Changing the Landscape of Search, Discovery and Engag...How Machine Learning is Changing the Landscape of Search, Discovery and Engag...
How Machine Learning is Changing the Landscape of Search, Discovery and Engag...
 
A Crash Course in Location Marketing
A Crash Course in Location MarketingA Crash Course in Location Marketing
A Crash Course in Location Marketing
 
How A Remarkable Customer Experience Can Be Your Best Marketing
How A Remarkable Customer Experience Can Be Your Best MarketingHow A Remarkable Customer Experience Can Be Your Best Marketing
How A Remarkable Customer Experience Can Be Your Best Marketing
 
Utah DMC Presents: SEO Night - July 2019
Utah DMC Presents: SEO Night - July 2019Utah DMC Presents: SEO Night - July 2019
Utah DMC Presents: SEO Night - July 2019
 
Utah DMC Presents: Search Social & Attribution - June 2019
Utah DMC Presents: Search Social & Attribution - June 2019Utah DMC Presents: Search Social & Attribution - June 2019
Utah DMC Presents: Search Social & Attribution - June 2019
 

Recently uploaded

The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxLoriGlavin3
 
Decarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityDecarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityIES VE
 
Glenn Lazarus- Why Your Observability Strategy Needs Security Observability
Glenn Lazarus- Why Your Observability Strategy Needs Security ObservabilityGlenn Lazarus- Why Your Observability Strategy Needs Security Observability
Glenn Lazarus- Why Your Observability Strategy Needs Security Observabilityitnewsafrica
 
Design pattern talk by Kaya Weers - 2024 (v2)
Design pattern talk by Kaya Weers - 2024 (v2)Design pattern talk by Kaya Weers - 2024 (v2)
Design pattern talk by Kaya Weers - 2024 (v2)Kaya Weers
 
Emixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native developmentEmixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native developmentPim van der Noll
 
Zeshan Sattar- Assessing the skill requirements and industry expectations for...
Zeshan Sattar- Assessing the skill requirements and industry expectations for...Zeshan Sattar- Assessing the skill requirements and industry expectations for...
Zeshan Sattar- Assessing the skill requirements and industry expectations for...itnewsafrica
 
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...Alkin Tezuysal
 
A Framework for Development in the AI Age
A Framework for Development in the AI AgeA Framework for Development in the AI Age
A Framework for Development in the AI AgeCprime
 
Testing tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examplesTesting tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examplesKari Kakkonen
 
Infrared simulation and processing on Nvidia platforms
Infrared simulation and processing on Nvidia platformsInfrared simulation and processing on Nvidia platforms
Infrared simulation and processing on Nvidia platformsYoss Cohen
 
UiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to HeroUiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to HeroUiPathCommunity
 
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxThe Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxLoriGlavin3
 
React Native vs Ionic - The Best Mobile App Framework
React Native vs Ionic - The Best Mobile App FrameworkReact Native vs Ionic - The Best Mobile App Framework
React Native vs Ionic - The Best Mobile App FrameworkPixlogix Infotech
 
Top 10 Hubspot Development Companies in 2024
Top 10 Hubspot Development Companies in 2024Top 10 Hubspot Development Companies in 2024
Top 10 Hubspot Development Companies in 2024TopCSSGallery
 
Generative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdfGenerative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdfIngrid Airi González
 
Bridging Between CAD & GIS: 6 Ways to Automate Your Data Integration
Bridging Between CAD & GIS:  6 Ways to Automate Your Data IntegrationBridging Between CAD & GIS:  6 Ways to Automate Your Data Integration
Bridging Between CAD & GIS: 6 Ways to Automate Your Data Integrationmarketing932765
 
Connecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfConnecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfNeo4j
 
A Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersA Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersNicole Novielli
 
Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)
Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)
Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)Mark Simos
 
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...Nikki Chapple
 

Recently uploaded (20)

The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptx
 
Decarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityDecarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a reality
 
Glenn Lazarus- Why Your Observability Strategy Needs Security Observability
Glenn Lazarus- Why Your Observability Strategy Needs Security ObservabilityGlenn Lazarus- Why Your Observability Strategy Needs Security Observability
Glenn Lazarus- Why Your Observability Strategy Needs Security Observability
 
Design pattern talk by Kaya Weers - 2024 (v2)
Design pattern talk by Kaya Weers - 2024 (v2)Design pattern talk by Kaya Weers - 2024 (v2)
Design pattern talk by Kaya Weers - 2024 (v2)
 
Emixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native developmentEmixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native development
 
Zeshan Sattar- Assessing the skill requirements and industry expectations for...
Zeshan Sattar- Assessing the skill requirements and industry expectations for...Zeshan Sattar- Assessing the skill requirements and industry expectations for...
Zeshan Sattar- Assessing the skill requirements and industry expectations for...
 
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
 
A Framework for Development in the AI Age
A Framework for Development in the AI AgeA Framework for Development in the AI Age
A Framework for Development in the AI Age
 
Testing tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examplesTesting tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examples
 
Infrared simulation and processing on Nvidia platforms
Infrared simulation and processing on Nvidia platformsInfrared simulation and processing on Nvidia platforms
Infrared simulation and processing on Nvidia platforms
 
UiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to HeroUiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to Hero
 
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxThe Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
 
React Native vs Ionic - The Best Mobile App Framework
React Native vs Ionic - The Best Mobile App FrameworkReact Native vs Ionic - The Best Mobile App Framework
React Native vs Ionic - The Best Mobile App Framework
 
Top 10 Hubspot Development Companies in 2024
Top 10 Hubspot Development Companies in 2024Top 10 Hubspot Development Companies in 2024
Top 10 Hubspot Development Companies in 2024
 
Generative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdfGenerative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdf
 
Bridging Between CAD & GIS: 6 Ways to Automate Your Data Integration
Bridging Between CAD & GIS:  6 Ways to Automate Your Data IntegrationBridging Between CAD & GIS:  6 Ways to Automate Your Data Integration
Bridging Between CAD & GIS: 6 Ways to Automate Your Data Integration
 
Connecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfConnecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdf
 
A Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersA Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software Developers
 
Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)
Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)
Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)
 
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
 

Duane Forrester of Bing.com Webmaster Tools Speaks @SLCSEM

  • 1.
  • 2. what does duane do at bing Bing Webmaster Tools Speaks at shows, runs forums and blog, provides guidance on new WM tools www.bing.com/toolbox/webmasters Does he have a clue? 12+ years as an inhouse SEO; ran seo at MSN; has helped Disney, GAP, Walmart + http://www.linkedin.com/in/dforrester @duaneforrester And this helps me how? Blogging since 2001; owns 150 domains; gets monthly Adsense checks ($x,xxx) http://twitter.com/#!/DuaneForrester Your data, always fully provided.
  • 3. Your data, always fully provided.
  • 4. Search – we're trying to solve… Your data, always fully provided. ComScore and Microsoft Internal Analysis
  • 5. Moving Beyond Queries to Sessions Increasing Use for More Complex Tasks Time Spent on Sessions by Length Queries Over Time 0-3 mins >30 mins 9% Exact Repeats 46% 19% Partial Repeats 3-10 mins 30% Almost 12% Almost 50% 50% of all time spent 10-15 mins 10% of queries are searching is on returning to sessions > 30 minutes previous tasks New Queries 15-30 mins 51% 23% Search Sessions are Long and Repetitive… Your data, always fully provided.
  • 6. A hotel that’s near Bryant Park, since that’s near my meeting, has reliable air conditioning, good smelling shampoo and a shower taller than me. A decent bar is nice to have. A coffee maker in the room is critical. I don’t care if it’s Starwood. Needs to be under $200/night.
  • 7. A Changing “Web of Objects” Real-Time Firehose People Services Devices Places/Things Multimedia Your data, always fully provided.
  • 8. A Changing Web of Your Objects Mark up your content Schema.org can help Your data, always fully provided.
  • 9. To crawl a URL costs roughly a penny…a little less, in fact There are over a trillion pages online, from ~ 650 million sites We need to crawl them all to see if they’re worth indexing REAL-TIME SOCIAL LOCAL & MOBILE COMMERCE DEVICES PLATFORMS SERVICES Your data, always fully provided. 9
  • 10. Your data, always fully provided.
  • 11. Reinventing Search Across 3 Dimensions Information Architecture Creation of new information via social graph and geospatial index Interaction Model Not just mouse and keyboard, but also voice, touch, gesture & vision Entry Points Not just browser, but devices, services and social networks Your data, always fully provided.
  • 12. Search - Evolved Deliver knowledge by computationally understanding user intent. “Linda” Query Intent Detection Task Derivation • Who • Purchase • Where • Install “home gym” • Others • Sell • Semantic • Set fire to • Research • Impress friends Content Services Media + UX Real Time Your data, always fully provided.
  • 13. Other Major Trends Semantics Mobile Your data, always fully provided.
  • 14. Semantic User Experience Your data, always fully provided.
  • 15. Mobile Your data, always fully provided.
  • 16. The State of Mobile App chaos Agents Commerce Control Surfaces Challenges Batteries Interfaces Network capacity Service interop Your data, always fully provided.
  • 17. Your data, always fully provided.
  • 18. How social impacts search Hover Your data, always fully provided.
  • 19. The Case for Social
  • 20. Humanity is leaving its traces… Your data, always fully provided.
  • 21. More than just traces, a collective convo… http://www.facebook.com/notes/facebook- engineering/visualizing- friendships/469716398919 Your data, always fully provided.
  • 22. Twitter on NYE 2010 Your data, always fully provided.
  • 23. • Signal of topical authority • Real-time – engines want fresh content, fast • Integrated social signals influence click actions of searchers • Social signals remain only a few of thousands of signals for organic ranking How users click on your results can impact rankings and when we show cues like your Facebook friends with results, click rates can be impacted. Your data, always fully provided.
  • 24. Social graph and Patterns Social Graph Patterns Retweets/Likes Natural (by whom) Follows (Twitter) You: Who else Followers Posts/Shares Follows (reputation) Likes Replies Followers Unnatural (Twitter) Fans (Facebook) Focus Quality Trust Popularity Timeliness Your data, always fully provided.
  • 25. • • • • • • How to be an expert • Share your knowledge freely • Limit self promotion (80/20 rule) • Share items related to the topic, not just your POV on the topic • Answer questions promptly • Match level of detail to the audience Your data, always fully provided.
  • 26. Search – you’re trying to solve… When optimizing your site for search, you invest in these major areas QUALITY TRUST POPULARITY TIMELINESS Content Authority Traffic Current Links Usefulness Repeat Visits Fresh Appearance Resource Links Relevant Your data, always fully provided.
  • 27. Man’s History of Marketing Billboards Radio Email Mercantile shops SEO Throwing rocks Smoke signals Trading goods Mail order catalogues Television PPC Your data, always fully provided. Image credit: www.conducthq.com
  • 28. Keyword stuffing • SEO software works • Google and MSN Search launch • Google fights spam all the rage very well for #1 • Word spreads that links help rankings with Florida update; • SE submissions placements • DMOZ launches and starts directory • First paid link hurts legit sites help rankings • cloaking makes its movement network appears • Blogging takes off appearance • Text Link Ads creates network link buying • Google Toolbar shows PR – • Dawn of modern search drives link requests engines w/Altavista • Google notes the • Death of SE submissions “sandbox” • First SEO conference held: SE Strategies • Link Farms appear 1994 1995 1997 1998 1999 2000 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 • Social • XML sitemaps • Google’s “Brand” • Canonical tag • Google launches G+ signals jointly supported update uses “trust appears • G launches +1, tells continue by all engines signals” to restack • Caffeine rolls out sites they rank to SERP around allowing faster better displaying it influence brands indexing – “real SERPs time” search is here • Bing partners with • Nofollow tags appear; • Universal search appears • Tweets integrated Facebook to • Bing expands PR sculpting follows • Text Link Ads banned by Google showing future of integrate social social inclusion • G Jagger/BigDaddy • Wikipedia shows the future – social influencing signals into SERPs with updates seek link spam domain authority through search • rich snippets FB, Twitter, Quora content depth starting to be used & 4Square by sites • Rich Snippets impacting SERPs Your data, always fully provided. Data credit: gossip.greenlightdigital.com/blog/the-history-and-evolution-of-seo/
  • 29. Your data, always fully provided.
  • 30. • Build social followers & fans organically • Wall posts/tweets with links are perceived as more credible and useful • Get the basics of SEO covered, then focus on content • Its worth repeating: unique, compelling content still works Your data, always fully provided.
  • 31. • The engines really respond to unique, useful content • Your visitors respond to this as well • It’s a wise investment of your time • Don’t take shortcuts – limit syndicated content Your data, always fully provided. image credit: http://mashable.com/2011/01/10/social-content-strategy/
  • 32. • The Internet is B.I.G. Slice and dice to find your niche. • Plenty of niche areas to explore/exploit – start your fight where you can dominate • Choose your voice wisely; don’t be afraid to express an informed opinion • Watch what users respond to, then amplify along those lines Your data, always fully provided.
  • 33. • Know exactly what users are searching for • Data can help you uncover new niches or refine your focus • Helps keep you focused on creating compelling content • Got writers block? Check your keyword research for inspiration Your data, always fully provided.
  • 34. • Be realistic – this is a business after all • Set goals and plan your work • There are no failures, just learning opportunities • Be thoughtful, helpful and informed Your data, always fully provided.
  • 35. Crawlability • Content – Xml sitemaps – Build based on keyword research – Navigational structure – Down-level experience enhances discoverability – Rich media cautions – Keep out of rich media and images – Graceful degradation – 250 words per page or more – URL structure – Produce new content frequently – Robots.txt – Make it unique – don’t reuse content from other • Site Structure sources – Links – Content management – using 301s to reclaim value from retiring content/pages – URL structure and keyword usage – <LINK> canonical to help engines understand which – Clean URLs – no extraneous parameters page should be indexed and have value attributed to it (sessions, tracking, etc.) – 404 error page management to help cleanse old pages – HTML & XML sitemaps from search engine indexes – Content hierarchy • Links – Global navigation – springs form hierarchy planning + – Plan for incoming & outgoing link generation style of nav (breadcrumb, link lists, etc.) – Rich media – don’t bury links in Javascript/flash – Internal & external link management /silverlight/AJAX – Content selection – planning where to link to • On-Page – Link promotion via social spaces – direct traffic & seo value – Head copy – Managing anchor text properly • Titles – unique, relevant, 60 characters or so long • Descriptions – unique, relevant, grammatically – URL structure can help insert keywords where they are correct, 160 or fewer characters (Google shows up to needed 160 characters) • Social – Body Copy – Build your community • H1, H2 and other H tag usage – Interact often • ALT tag importance & usage – Share useful content • Keyword usage within the content/text – see “Perfectly Optimized Page” image – Be consistent and useful • Anchor text – using target keywords to support other – Grow facebook, twitter, etc. internal pages Your data, always fully provided.
  • 36. Where does SEO fit in? Content Social User Experience Link Building SEO Your data, always fully provided.
  • 37. • Different sources must be handled differently • Organic traffic is building trust • Paid traffic is ready to open their wallets • Email traffic is ready to buy…now Each source of traffic to your website requires a slightly different approach to getting the conversion. People using search are researching and need to build trust. Those clicking on paid ads are typically much closer to a purchase decision. Traffic from valid email lists is usually ready to buy immediately, though respond best to special offers. Users clicking on banner ads are driven by offers. In all cases, strive to ensure your conversion path is short and sweet. No surveys, no extra options. Get them to the thank you page cleanly. Off the shelf carts can usually be tweaked to gain improvements in conversions. Your data, always fully provided.
  • 38. Your data, always fully provided.
  • 39. Your data, always fully provided.
  • 40. Your data, always fully provided.
  • 41. Your data, always fully provided.
  • 42. Your data, always fully provided.
  • 43. Your data, always fully provided.
  • 44. Your data, always fully provided.

Editor's Notes

  1. From Nouns to Verbs
  2. So once we have all these objects, and begin to understand intent, we can do some magic
  3. What is semantic? Definition – in essence, it’s the study of language. In application, that means being able to make associations between objects as they exist in the real world in order to give us conetxt for conversations. I know a horse is a mamal, of phylum foo, genus foo. I know it has 4 legs, I know people ride on it (it doesn’t ride people), . All these things impose logical constraints on both the questions I ask as well as the responses I give when asked a question. I would never ask “Can I have a florida jaguar?”Engines today don’t benefit from this ability. They rely on a model of indexing and classification based on how close words are to each other, what pages link to what other pages, etc. It’s kind of like trying to learn a language by memorizign the dictionary – sure, you can find the definition for cat very quickly because you know that’s “c” but you wont know how to use it. Data – More collection of richly augmented data. Not just a crawl, but a crawl with more associated attributes.Knowledge – Mnet – we have to train Models – Achieve this through the above – an understanding of data, how it relates both technically and in the real world, and why it may be useful.Tasks - ultimately leads to tasks – how do you hav a conversation with an engine? How do you have it do things for you? Even our cool task tools you saw are embryonic – you still have to give us too many hints.
  4. 9 billion to 25 billion in the next 8 years
  5. According to estimates, there are more than 500,000 apps in the Apple iTunes Store and about 450,000 apps in the Android Marketplace. Apple has seen more than 25 billion app downloads, while Android has had more than 10 billion Agents (personalized structures, devices, push)Commerce (compare, pay)Control SurfacesChallengesBatteriesInterfacesNetwork capacityService interopdownloads. This includes both free and paid apps.
  6.  From a machine perspective, getting harder to process. From a human perrspective, its harder to make decisions. Social neuroscientists have described this phenom as Decision quicksand where you get sucked into every decision … the amount of choices you have for every decision makes it hard to decide.&quot;There was 5 exabytes of information created between the dawn of civilization through 2003, but that much information is now created every 2 days, and the pace is increasing...People aren&apos;t ready for the technology revolution that&apos;s going to happen to them.&quot; - Eric “Squirrel Boy” Schmidt, 2010. An Exabyte is 1 billion gigabytes. Or about 125MM Windows Phone 7s. So the world is creating enough data to fill a WP7 device for every man, woman, and child in the US – every day. Search engine model on links rapoidluy becoming unable to cope/strained/inprecise (scotty picture). Social isnt a fad, it’s a requirement to parse thru these data (need picture of scotty, other types of media (pics, video, etc that arent ‘indexable’ as a link)All about context -&gt;How much data is out there – there is no way to cut thru the clutter for any query.  Every query ends up beign as ‘important’ as the next one becauae our brains see a huge number of choices, so we assume they are all equally important.  How do we break the tie?----- From:Tren GriffinSent: Friday, April 08, 2011 8:49:54 PM (UTC-08:00) Pacific Time (US &amp; Canada)To:Litebulb - Ideas and Resources (FTE)Subject: Rational InattentionThursday, April 07, 2011   http://economistsview.typepad.com/economistsview/2011/04/rational-inattention.htmlRational InattentionThese models are interesting, but the mathematics underneath them can be challenging (here&apos;s a taste):&apos;Rational Inattention&apos; Guides Overloaded Brains, Helps Economists Understand Market Behavior, by AntonellaTutino, Economic Letter, FRB Dallas: Between Internet news sources, social media and email, people are awash in information, most of it accessible at near-zero cost. Yet, humans possess only a finite capacity to process all of it. The average email user, for example, receives dozens of messages per day. The messages can’t all receive equal attention. How carefully does someone read an email from a sibling or friend before crafting a reply? How closely does a person read an email from the boss?Limitations on the ability to process information force people to make choices regarding the subjects to which they pay more or less attention. Economists have long acknowledged the existence of human cognitive capacities, but only in recent years have models embodying such limits known as “rational inattention” found their way into mainstream macroeconomics.Rational inattention models have a broad range of applications. They may reconcile relatively unchanged prices and volatile ones and how the two play out in aggregate demand in the U.S. economy. Moreover, such models can capture salient features of the business cycle, providing a rationale for sharp contractions or slower expansions. Finally, rational inattention models have significant implications for monetary policy. Since the focus of these models revolves around formation of peoples’ expectations, understanding how individuals perceive the economy is instrumental to policymakers’ efforts to achieve output and price stabilization objectives.Rational Inattention: A PrimerOne macroeconomic school of thought—known as rational expectations—assumes that people fully and quickly process all freely available information. By comparison, under rational inattention theory, information is also fully and freely available, but people lack the capability to quickly absorb it all and translate it into decisions. Rational inattention is based on a simple observation: Attention is a scarce resource and, as such, it must be budgeted wisely.[1]A world with overwhelming amounts of facts and data means prioritizing activities, recognizing individual processing limitations and accepting the consequences when acting, even if all information isn’t fully analyzed. Given a physical constraint on the rate at which people can process information—referred to as Shannon’s channel, after Claude Shannon, a Bell Labs researcher who pioneered information theory in the 1940s—people choose how much attention to devote to different subjects so they can maximize their productivity.This seemingly abstract concept has a familiar resonance with day-to-day experience. For instance, the maximum amount of information that somebody can download from a computer at any one moment cannot exceed a number—the transmission rate—provided by the manufacturer. Likewise, a person cannot instantaneously respond to a given email. The amount of time it takes to answer email depends on its content and how much information that person wants to process to produce a sensible reply. The brain, which has limits on its processing abilities, is the channel through which an individual directs information, from the original email to the reply.Incorporating such limits introduces great complexity into economic models. Still, economists are making progress, and results from this new avenue of research can explain several important aspects of macroeconomic performance. For instance, consider the business cycle, the period of activity between booms and busts. Data tell us that in aggregate, output contractions are faster than output growth during a typical cycle. Yet, mainstream models, whose intrinsically symmetric structure tends to make business expansion and contraction roughly equal, cannot account for this characteristic.Rational inattention theory allows richer modeling that does not assume a symmetry of reactions to positive or negative economic shocks—an unanticipated beneficial boost in technology or an unexpected oil price increase doesn’t produce the same pattern of reactions.Moreover, rational inattention models carry far-reaching policy implications. The underlying theory aims to provide a solid structure to study economic expectations as well as the public’s reaction to change. If central banks successfully reconcile the two, they can more effectively communicate strategies and goals, thus achieving policy objectives.Choosing How to ConsumeData show that individuals react more quickly and strongly to loss of wealth than to an enhanced financial condition. The overall economy reduces output in response to a negative shock more rapidly than it boosts production in the presence of positive developments of the same significance.[2] Rational inattention provides a possible reason for such behavior. Individuals choose bits of information according to their interests; risk aversion may induce people to process negative news faster than positive news. As an example, suppose someone reads in the news that interest rates are falling and businesses are cutting budgets. An interest-rate reduction doesn’t generally prompt people to rush to the bank to obtain a loan so they can consume instantaneously. However, news that companies are cutting expenses, possibly including worker pay, might encourage individuals to more readily seek clarification about their job situation and start making savings plans. Such behavioral differences are an example of an asymmetric response to an economic shock involving consumption and income.Rational inattention theory produces both micro- and macroeconomic dynamics—individual decision making and broader aggregate behaviors—observationally distinct from standard models.[3] These attributes have motivated new research into developing models that make sufficiently specific predictions that can be compared with actual data for individual and group actions.[4]Making Labor ChoicesThe relationship between Shannon channel information processing constraints and the human brain’s capacity suggests how rational inattention may be useful for economic modeling. Consider a person who must decide how much to consume and work while facing uncertainty about wages. Choosing the appropriate amounts and kinds of labor and consumption requires paying attention to current and future savings as well as various ways of earning income from one’s work. Information-processing constraints come into play, limiting the number of combinations the person would realistically evaluate. Applying rational inattention to this situation provides a useful framework for how the task will be undertaken.For example, the theory’s predictions are consistent with business cycles and secular trends in the U.S.—consumption is more changeable than the number of hours worked.[5] People are more likely to modify how much they save than the amount of time worked, a behavior corroborated by data.[6] Moreover, a group of such behaviors, which may greatly vary among individuals, can be much less volatile when taken together in the aggregate.Selling Low, Buying HighWhy are items on sale always noticeable at the supermarket, while price increases get much less visibility? Rational inattention models suggest that stores have an interest in attracting the attention of the customer to temporary price cuts to increase demand in the hope that the merchants can maintain consumption when the items go back to full price and the discount fades. Models of price-setting are designed to generate price and wage rigidity—the notion that goods prices and salary are fixed for a long time.Rational inattention not only accomplishes this, but also explains which types of prices are most likely to remain rigid. Moreover, the theory can account for an important feature shared by many grocery store prices: frequent temporary discounting that reverts to a relatively stable price not prone to change outside of the “sale” periods.[7]Consider the price-setting of a monopolistic producer who pays limited attention to demand. Importantly, the price paths drawn from such models are consistent in ways that rational expectation models are not. For example, under rational inattention, producers’ responses to input shocks, such as a supply disruption, are delayed and gradual; prices are rigid through time, and when changes occur, they are significant. Pricing is asymmetric, with sales (low prices) advertised to pique customer interest while diverting attention from price increases.Computational complexity prevents the building of a rational inattention model that could explain a marketplace in pricing equilibrium, the point at which sellers can attract buyers to purchase all that they have produced. However, the literature has produced one example in which both consumers and producers have limited capacity to process information about prices.[8]In that model, sellers produce a range of similar goods and compete perfectly for shares of the market, while consumers decide what bundle of goods to buy and where to shop. An unanticipated technology change affecting producers provides an outside shock. In this model, firms make real profits even if markets are perfectly competitive and prices don’t change for a prolonged period. Mainstream theory predicts that when markets are perfectly competitive, producers can’t charge a high markup without losing customers. Rational inattention models predict that competitive producers, exploiting the limited ability of consumers to process information about pricing, can make larger profits.Brand-name products are a case in point. They are well advertised and, as a result, people may purchase them instead of often cheaper non-brand-name competitors, though the items may be essentially the same with little difference to justify a premium price.Making Policy ChoicesWhether rigid prices and wages occur because of market structure, such as monopolistic competition, or rational inattention has important policy implications. For instance, regulation may address a monopolistic situation, limiting a firm’s market power. Conversely, if rigidities mainly arise from rational inattention, then efforts should be made to more actively communicate the direction of monetary policy.Rational inattention also strongly affects policymakers’ communications strategies. Most obviously, the theory suggests that rationally inattentive people make the most of available information by analyzing those bits that are very relevant to their decisions and disregarding the rest. As a result, the public can make better decisions with better overall outcomes if policymakers are highly transparent about what they do and why.Because rational inattention theory predicts that people pay attention to information according to their needs, people have little incentive to take note of economic bellwethers in times of stability. By contrast, in volatile periods, market participants will allocate more time analyzing current and future macroeconomic indicators. That can result in more changeable behavior, including overreaction to news and policy changes.Rational inattention implies that monetary policy instruments serve a dual role in the economy—as a stabilizing and signaling device. The theory provides a solid framework to study the effects of the policy changes on private sector behavior by taking into account this double duty.An implication of this suggests that in troubled economic times, central bankers must pay closer attention to their message. By contrast, in less stressful periods, difficult policy choices can be made with less likelihood of market overreaction.In email parlance, it’s almost as if an important announcement has been diverted into a spam folder, where it may sit for a long time while attention is given to the daily flow of news and messages. The critical information is there but escapes detection and reaction until much later, if at all.NotesSee “Implications of Rational Inattention,” by Christopher A. Sims, Journal of Monetary Economics, vol. 50, no. 3, 2003, pp. 665–90, and “Rational Inattention: Beyond the Linear-Quadratic Case,” by Christopher A. Sims, American Economic Review, vol. 96, no. 2, 2006, pp. 158–63. See “Some International Evidence on Output-Inflation Tradeoffs,” by Robert E. Lucas Jr., American Economic Review, vol. 63, no. 3, 1973, pp. 326–34. “The Rigidity of Choices: Lifetime Savings Under Information-Processing Constraints,” by AntonellaTutino, Federal Reserve Bank of Dallas, unpublished paper, 2010. “The Empirical Relevance of Rational Inattention,” by AntonellaTutino, Federal Reserve Bank of Dallas, unpublished paper, 2011. See “Intertemporal Substitution in Macroeconomics,” by N. Gregory Mankiw,  Julio J. Rotemberg and Lawrence H. Summers, The Quarterly Journal of Economics, vol.100, no.1, 1985, pp. 225–51. See “Rationally Inattentive Macroeconomic Wedges,” by AntonellaTutino, Journal of Economic Dynamics and Control, vol. 35, no. 3, 2011, pp. 344–62. See “Rigid Pricing and Rationally Inattentive Consumer,” by FilipMatejka, CERGE-EI Working Paper Series no. 409, April 2010. “Implications of Rational Inattention on Market Power,” by Fabio Araujo and AntonellaTutino, Federal Reserve Bank of Dallas, unpublished paper, 2010.
  7. Quality : Create unique, interesting and useful content.Trust: Work on getting trustworthy sites linking to your site. Be sure to manage the anchor text they use.Popularity: Being popular helps. While quality of your inbound links matters more, having a number of trustworthy links pointed at your content helps, too.Timeliness: Practice frequent updating of your sites or blogs. Visitors like to know your site is current.Simplicity: Make it easy to Like and Share content. Enable functionality which encourages visitors to share your content. Share: Include links in Tweets and Updates via your own social spaces. As we’ve seen, the perceived quality of your tweets and posts increases when you include links to relevant, useful content.Relationships: Seek ways to encourage trust-worthy people to share your links or tweets. Avoid spammy clumps or groups who randomly retweet or like things. Organic is best.Frequency: The number of people retweeting or Liking what you said/shared in the last minute, hour, day, week is easily seen by the engines. Work to increase your influence.Change: Be prepared to turn on a dime, and for the flash mob as new things go viral. Focus shifts quickly today, so be ready to take advantage of shifts as they occur.