patterns of big social data
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Highlights opportunity to process and analyse big data sets from social psychological dataTRANSCRIPT
http://www.slideshare.net/ssood/[email protected]
Geektoid Mangala www.linkedin.com/in/sureshsood
twitter.com/soody
www.facebook.com/sureshsood
ssood
www.bravenewtalent.com/talent/suresh_sood
Hero5!
scuzzy55
soody
GreatMystery14
soody
Suresh S.
"frequent reader"suresh
Patterns of Social Big Data :
Accessing and Analysing Big Data
Agenda – Social Big Data
1. What’s this all about – Big Data ?2. What does big data mean for business and consulting ?3. Accessing and processing big data 4. Big Data Case Studies:
– Social media brand stories (PhD research)– Australian Twitter Analysis (Commercialisation)– Sydney International Airport (Consulting)
5. Predictions from Big Data6. Tools and Visualisation of Big Data7. Where are the new jobs?
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MX , 19 July 2011 4
Unknown relationships
Unstructured data
95% of data not collected
Social-Psychological- local-Mobile-GPS-M2M
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What is Big Data ?
Social CRM integrates social (psychological) data
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Aquarius,Aries,Cancer,Capricorn,Gemini,Leo,Libra, Pisces, Sagittarius,Scorpio,Taurus,Virgo
Ambivalent, Employee, Opposer, Reporter, Supporter 11. Committed Partnerships, 12. Compartmentalised Friendship,13. Childhood friendship,14. Courtship,15. Fling, 16. Secret-Affair, 17. Enslavement , 2. Marriages of Convenience,3. Best Friendships,4. Kinships, 5. Rebounds/ Avoidance-Driven,6. Courtships,7.Dependencies 8. Enmities, 9. Love-Hate (Sweeney and Chew)
Africa,Argentina,Australia,Australia/Hong Kong, Austria, California, Canada, China, Egypt, England, Finland, France Germany, Guernsey, Holland, India, Indonesia, Ireland , Israel, Italy , Japan, Kuwait, Malaysia, Nepal,Paraguay , Philippines, Phillipines, Portugual, Saudi Arabia, Singapore South Africa, Spain, Sweden, Taiwan, Thailand,UK ,USA
A&F,Beijing ,Gucci,LVMH,New York,Old Navy, ,Paris, Sydney, Tiffany, Tokyo, Tommy, Versace
An-Verb,An-Vis,Hol-Verb,Hol-Vis
Depriv/Enhance,Enhance/Depriv
Variables and Data Types in Big Data Set
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Exploring Variable Distributions (Training Data Set)
Data Visualisation of Variables (Training Data Set)
Item Frequency In Support of Association Rules
Display of Decision Tree for Brand as Target Variable
Model Comparison By Variables/Predictors
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Why Revolution R ? 1.SAS Data Access with the ability to import SAS files directly into R, without the need for a separate SAS license.
2.Modern Editing and Debugging for R: Includes a complete IDE for the R language with a syntax-aware script editor for highlighting, indentation, and more. A full-featured visual debugger provides one-click breakpoints and step processing to improve code quality and the productivity of every R programmer.
3. Revolution R Enterprise is compatible with all 2,500+ open-source packages developed by the R community. Key community packages come pre-installed
4. Multi-processor performance. Revolution R Enterprise uses the power of multiple processors to run common matrix calculations in a fraction of the time.
5.Access Big Data: Revolution R breaks through R’s memory barrier out-of-memory data store that supports Big Data: data sets with thousands of variables and millions of rows. Easily process and select smaller aggregates from this data store using R commands, instantly making Big Data accessible to all of R’s thousands of in-memory analytics and data visualization functions
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Why Revolution R ? 6.Analyze Big Data, Fast: Revolution R Enterprise enables statistical analysis of Big Data at unparalleled speed. Perform cross-tabulations, linear regressions and logistic regressions without the need for sampling or expensive specialized hardware. A high-performance out-of-memory data storage format combined with parallel streaming algorithms makes statistical analysis in Revolution R Enterprise many times faster than those of well-known legacy
7.A Stable R Distribution for Single Users and Teams: Built on the latest stable distribution of R and subjected to a rigorous build and test process, Supported on 64-bit Red Hat Enterprise Linux 5 and 32-bit and 64-bit Windows systems
8. Integrate R into User Applications. RevoDeployR, a server-based platform for Revolution R Enterprise, makes R ready for enterprise deployment. A scalable Web Services API makes it easy for application developers to securely integrate results computed in R into BI dashboards, spreadsheets, custom web applications and more. 9.Support and Services
10. Roadmap an easy-to-use graphical user interface, more statistical algorithms for Big Data, additional support for computing on local grids and in the cloud, integration with enterprise data stores including Hadoop.
+++ Free to academia
…Blogs are like conversations with friends. You share what you feel and what excites you about certain things. It's almost as good as being there. The fact that others can Google your topic and read is like tuning into a television station.
We all want to know what's out there. Who's doing what, shopping where and what products help others. Blogs are just another way to share all the great things, not so great things and just a part of who we are. An outlet if you will. The blogisphere community is all connect and we make contacts in many ways. Through posts, through twitter conversations, through smaller nit community's, live web casts, and through conferences that we met in person. We make many friends and help each other with lot of topics. Many of us are Mom bloggers who stay at home and have no way of making new friends or communicating with others until we found blogging. Blogging creates friendships and that's what makes us real and connected.
40 year old Mom blogger “nightowlmama” (#260)18
Theory and Research on Consumers’ Reports of Interactions with Brands and Experiencing Primal Forces, Suresh Sood, 2010
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“Most of what we know we don’t know we know. It usually seems that we consciously will our actions, but this is an illusion” (Wenger, Daniel 2002)
“…According to the spreading activation model of Collins and Loftus (1975), the
concepts (or brands in this case) are represented in memory as nodes…”
Adly Influencers via Twitter
Reach(millions) Influencer
10 savvy/active moms Jenny McCarthy, Kourtney Kardashian, Tori Spelling
6 passionate sports fans Cristiano Renaldo, Paul Pierce, Nick Swisher
12 trend conscious teens Paris Hilton, Kim Kardashian, Lauren Conrad
16 teen males 50 Cent, Ryan Sheckler, Ryan Higa.
14 women 18-34 Ivanka Trump, Mandy Moore, Serena Williams
20 men 18-34 Mark Cuban, Jalen Rose, Michael Ian Black
Twitter and Marketing Predictions• Tweets is “found data” without asking questions
• More meaning than typical search engine query• • Large numbers of passive participants in natural settings
• Twitter can predict the stock market (Lisa Grossman, Wired, Oct 19 2010)
• Predict movie success in first few weekends of release– “…it also raises an interesting new question for advertisers and marketing
executives. Can they change the demand for their film, product or service buy directly influencing the rate at which people tweet about it? In other words, can they change the future that tweeters predict?”
Tech Review, http://www.technologyreview.com/blog/arxiv/25000/
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Google Flu Trends
When does Aus/NZ Tweet?
Count of Tweets
Hour of Day
When is Aus/NZ Most Happy?
Proportion of Tweets with+ve emotion
Hour of Day
Which City Swears Most?
Proportion of Tweets withprofanity
City
Which City is Sad ?
Proportion of Tweets withsadness
City
Which Archetype ?
Proportion of Tweets witharchetype
count of tweets
2011 Australian Social Media Data
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Source: Burson-Marsteller Asia-PacificSocial Media #Infographics H1 2011 August 2011
Source: Nielsen State of the online market: evolution or revolution?March 2011
Mobile internet 50% penetration amongst online Australians in 2010
35 % penetration of smartphones among online Australians
8% of online Australians use tablet[ end 2011 forecast 24% +]
71% accessing audio or video content online in 2010 and 35% on a weekly basis
3 in 4 online Australians tap consumer opinion about brands, products and organisations, found in social media
63% have Facebook profile
46% have clicked the Facebook ‘Like’ button for a brand, product, org.
43% share their opinions about brands and products via social media
53% engaged with a brand or company on a social networking site
36% engaged with government or politicians on a social networking site
Australian Facebook Demographics (Source:socialbakers.com)
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Most Online Australian Adults Use Social Media RegularlyMarch 2011 “Online Australians Shift To Social Networks”
Increasing social media engagement
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Countries Show Distinct Social Media BehaviorsJanuary 2012 “Global Social Media Adoption In 2011”
Countries Show Distinct Social Media Behaviors (Cont.)January 2012 “Global Social Media Adoption In 2011”
Countries Show Distinct Social Media Behaviors (Cont.)January 2012 “Global Social Media Adoption In 2011”
Popular Social Networking Sites by Country
China (420 M) - QQ, Xiaonei (now RenRen), 51, Tencent UK - Facebook, Bebo, MySpaceNZ - Facebook, Bebo MySpaceUSA - Facebook, MySpace, TwitterKorea – Cyworld Japan – Twitter, Mixi.jp (22 M users at 31/10)Germany - Facebook, StudiVZ, MySpace
These social networks exclude popular dating sites e.g. Flirtomatic (UK) and loveonline (NZ)
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Google+ Stream and Hangouts
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New Generation of Social Platforms
Tag Cloud of Paige’s Story About Travel to Paris
Created from Daniel Steinbock’s TagCrowd under Creative Commons ©
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1.Gayle
3. Paris
2. Paige
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4.”The occasion was my cousin Paige’s 16th”
5. “I am a Canadian and get by in French.”
6. "All I can say is WOW! We rented a 2 bedroom, 1 ½ bath apartment (two showers), "Merlot" from ParisPerfect http://www.parisperfect.com/ and boy was it ever perfect! "
7. “We had a full view of the Eiffel from our charming little terrace. ....We were within walking distance to two metro stops (Pont d'Alma or Ecole Militaire) "
8. "We were walkable to many good bistros, cafes and bakeries and only a few blocks from the wonderful market street Rue Cler."
9. "I bought a Paris Pratique pocket-sized book at a Metro station. This handy guide has detailed maps of each arrondisement, as well as the metro lines, the bus lines, the RER and the SCNF (trains). I'll never be without this again."
10."Six months before our trip, I gave Paige a couple of good guide books on Paris and suggested she let me know what her interests were since after all, this was to be her trip."
11.Sites•The Marais•Notre Dame•L'Arc de Triomphe - 248 steps up and 248 steps down...•Champs Elysee•Jacquemart Museum•Louvre Lite•Musee D'Orsay•Les Invalides, Napoleon's Tomb and the Napoleon Museum•Sacre Coeur•Monmartre•Rodin Museum•Pompidou Museum•Train to Vernon, bike to Giverny with Fat Tire Bike Tours•http://www.fattirebiketoursparis.com/•Eiffel Tower
Elaboration of Trip to Paris Blog Story (Means-End & Heider)
Woodside, Sood & Miller 2008 When Consumers and Brands Talk Psychology & Marketing
12. Unforgettable Memories"This trip had so many memories, but here are a few choice highlights........On our very first night, knowing that the Eiffel Tower light show started at 10:00 p.m.... she [Paige] dropped her camera…down 6 flights…we were stunned…SpanishFamily below standing below [with pieces of the camera]”
15." Michael Osman is an American artists living in Paris.""He supplements his income by being a tour guide." I" found out about him on Fodors""So I engaged Michael for two days."
16. "On our trip to Giverny, we met a young woman from Brisbane, Australia who was traveling on her own and we invited her to join us. Three of us enjoyed delicious and innovative soufflés, while Paige had the rack of lamb. We shared two dessert soufflés, one chocolate and the other cherry/almond. Yum"
17. "I wanted Paige to get a feel for shopping experiences that
she would not have at home (aka the ubiquitous mall). "
18."We went on Fat Tire's day trip to Monet's gardens and house in Giverny, about an hour outside Paris."
13."The father stretched out his cupped hands which held all of the pieces they were able to recover, including the memory stick and he very solemnly said, "El muerto...".
14. "They had decide to come to Paris to find the Harley Davidson store so they could buy Harley Paris t-shirts."
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+
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19....."I know Paige will treasure the memory of this girl's trip for many
years to come."
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Linguistic Inquiry and Word Count (LIWC)Text Analysis : The Psychological Power of Words
LWIC dimension “I love Paris”Paige’s Story
Personal texts Formal texts
Self-references (I, me, my)
6.12 11.4 4.2
Social words 10.55 9.5 8.0
Positive emotions 3.04 2.7 2.6
Negative emotions 0.54 2.6 1.6
Overall cognitive words 4.12 7.8 5.4
Articles (a, an, the) 7.74 5.0 7.2
Big words (> 6 letters) 18.40 13.1 19.6
Pennebaker, J. W., Francis ME, Booth RJ. (2001). Linguistic Inquiry and Word Count (LIWC): LIWC2001. Mahwah: Lawrence Erlbaum Associates.
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Iconic Sites & Scenes from Paris Blog• Eiffel tour night show• The Marais• Notre Dame• L'Arc de Triomphe - 248 steps up and 248 steps down...• Champs Elysee• Jacquemart Museum• Louvre Lite• Musee D'Orsay• Les Invalides, Napoleon's Tomb and the Napoleon Museum• Sacre Coeur• Monmartre• Rodin Museum• Pompidou Museum• Train to Vernon, bike to Giverny with Fat Tire Bike Tours
www.fattirebiketoursparis.com/
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Marketing & Advertising Strategy Implications the Story of Paige
• Story told in natural city setting • Assume Paris = brand• Brand is supporting actor enabling Gayle to achieve her goals of
showing Paris to Paige (conscious) and help her coming of age (unconscious)
• Builds favorable consumer brand relationship: best friendship (Fournier 1998)
• Show someone Paris: Share experience,teacher-student,”fairy-godmother” or be the tourist guide
• Use social relationships to sell cities• Interpersonal relationships (people travel with people) • Near conversational interaction with brand:
story is called “I love Paris”
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How Social Media Supports the Myth of Paris
Lamps, Eiffel Tower,france, night, street, notredame, bw, church, architecture, toureiffel, city, cathedral,louvre, museum
Casablanca“We'll Always Have Paris”
City of love , city of lights, landmarks , museums & galleries, Cafés, coffee, conversations, friendship, artists, lovers, philosophers
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Conversation Gap - Vacation and Paris
* Total identified blogs: 99,181,005 @ 18 December, 2008
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Paris – Equity Share Analysis of Attributes
* Total identified blogs: 151,048,780 @ 24 November, 2010
Conversation Gap (Rubel 2005)
Brand share of the online conversationGap between the total number of conversations about a category and the proportion which mention the brand operating in the category
Equities of a Brand (Stein 2006)
Topics being mentioned in conversations about a brand with equity share corresponding to the frequency at which each topic is mentioned
See pp 115-116 Cook, N 2008. Enterprise 2.0 Hampshire,England: Gower Publishing
Brand Equity - Conversational
Blog Mentions Sydney Opera House, TaJ Mahal & Great Wall China
A review of the blogosphere on 8 June 2010 reveals 126.87 million blogs
Buzz Campaign Brief Deliverables:
• Social media campaign (micro blogging) igniting conversations around recently launched SSP restaurants/units/offering
• Customer education via social media around the $500m facelift at Sydney International Airport.
• Social media ‘micro-test’ targeting English speakers over 4 months concluding January 31, 2011.
• Create conversational sparks (social articles) stimulating discussions and interactions around the four KPIs of SSP Australia
– Environment, Emotional Experience, Service and Product.
ServiceBlogs - 13Videos - 24Photos - 51
EnvironmentBlogs-27Videos-36Photos-94Newsletters-3
ProductBlogs-32Videos-35Photos-69Newsletters-3
Emotion/ExperienceBlogs-26Videos-34Photos-128Newsletters-2
Confidential | Do not reproduce without prior written permission from MMG
Consumers use social media to give SSP real time feedback.
• Proof of Concept: Meet Michael H from Perth, WA. He was a real unsolicited spontaneous ‘Mystery Shopper’ at Trattoria Prego, his feedback he syndicated to multiple social touch networks.
•
Confidential | Do not reproduce without prior written permission from MMG
Social Network & Media Asset Register
14,624 Following 14,335 Followers 32,512 Tweets 146 Lists**
34 videos 2,239 views 4,980 channel views* 28 comments
132 Unique photos 43 Videos 44 Blog Posts
58 photos2,368 views
648 Check-In 182 Unique Visitors
98 images 31 videos
*number of times more that anyone has looked at YouTube/Freshonthego channel**incidences where a Twitter users has classified you as important in a unique way - a sign of deeper engagement
Confidential | Do not reproduce without prior written permission from MMG
Social articles attract quality clicks.
Total number of clicks on Bit.ly links over the past four months is 3,499 43% of these links were clicked on from within Australia.
These results above are from the past seven days to 31st January 2011 from Bitly.com a website which follows and tracks all unique links leading back to a specific URL.
Confidential | Do not reproduce without prior written permission from MMG
Facebook Fan Page Socialgraphics There are currently 1,263 fans for the SSP Australia Facebook Fan Page. In comparison, Caviar House & Prunier (global fan page) has 376 fans and Itacho Sushi have 642 fans. There have been 20,817 views of the Facebook Fan Page within the last 30 days.The most frequent referrer to the Facebook Fan Page from an external source is from YouTube.There are 31 videos currently uploaded to the Facebook Fan Page. There are currently 15 photo albums uploaded to the page.
Confidential | Do not reproduce without prior written permission from MMG
FreshOnTheGo Key Insights
•FOCUS AREA: Consumer Engagement Behaviour Analysis: (Campaign highlights)
1.Emotional Experience/Environment - Lunch With A Lingerie Model (Montreux Jazz Café) http://youtu.be/ky7ea_c-dP8 566 views, 3 tweets, shared to Facebook 5 times. (.01% engagement - entertaining but not compelling.)
2. Service/Corporate Culture: Experience Accidental Magic (SSP) – 165 views http://youtu.be/9HGAy77DJm4 shared to Twitter 130 times, shared to Facebook 10 times. (84% of viewers shared - STICKY)
3.Product: Happy Bites at Itacho http://youtu.be/D98TWCPchRc viewed 224, tweeted 199 times, shared to Facebook 15 times. (95% of viewers shared - VERY STICKY CONTENT)
4.Product/Experience/Corporate Culture: That’s Amore Pizza Making (Prego)-http://youtu.be/9oRq2cnXqrE 172 views, 3 Tweets, shared to Facebook 52 times (31% of viewers shared)
Right Platform for Target Audience
TSFs - Travel Social Fans
Confidential | Do not reproduce without prior written permission from MMG
Key Insights
Confidential | Do not reproduce without prior written permission from MMG
Key Insights: Caviar House
2, 001 Following 902 Followers 16 Lists
7 videos289 views
39 Unique Pictures8 Videos9 Blog Posts
14 Pictures624 Views
55 Check-Ins11 Unique Visitors
23 Pictures3 Videos
The results over past four months indicate Caviar House & Prunier has 46% greater brand strength since October 2010 according to *Social Mention.com.
There have been no “offers” in place for Caviar House and therefore limited “brand play” as there was no basis for buzz and no interaction between local and global brand teams.
Caviar House & Prunier video content was the popular and the primary source of engagement and more could be done on the education of the Global brand strength and localisation of the offer (fresh seafood) in conjunction with global social media team of Caviar House.
TextText
Confidential | Do not reproduce without prior written permission from MMG
Key Insights: Danks Street Depot2,001 following 1 ,284 followers 14 Listed
6 videos242 views
10 Pictures3 Videos5 Blog Posts
13 Pictures
195 Check-In38 Unique Visitors
16 Pictures3 Videos
SocialMention.com indicates a 76% greater brand signal than when the campaign commenced for search parameter “Danks Street Depot Airport”.
Tweets and blogs focusing on Danks Street Depot’s ethos proved to be the most engaging content and Product the most common focus articulated in real-time feedback.
Confidential | Do not reproduce without prior written permission from MMG
Key Insights: Bambini Wine Room2,001Following1,178 Followers17 listed
4 videos 247 views
17 Pictures2 Videos7 Blog Posts
11 Pictures
103Check-In
12 Pictures2 Videos
Bambini Wine Room has 74% greater brand strength than campaign commencement.
SocialMention.com sentiment analysis shows that compared to their primary competitor The Black Tonic Espresso Bar, Bambini Wine Room has a more visible online presence by Foursquare check-ins and customers would like to see more continuity of brand message.
Environment/Experience,Product was “notable” to a traveler. (see real-time guest feedback by @witheredwords)
Confidential | Do not reproduce without prior written permission from MMG
Key Insights: Itacho Sushi2, 001 Following1, 060 Followers7 listed
5 videos317 views
26 Unique Pictures3 Videos6 Blog Posts
13 Pictures1, 744 views
48 Check-In11 Unique Visitors
16 pictures2 videos
The results over the past four months indicate that Itacho Sushi has 64% greater brand strength than when the campaign commenced. The sentiment analysis shows that compared to their primary competitor China Grand Restaurant, by customer segmentation, Itacho Sushi has a far more visible brand presence.
PRODUCT is the most popular KPI focus illustrated by measured interaction - 98% “Last Mile” share rate reported on YouTube. Immediate next steps include development of contextually relevant videos in Asian languages, as Chinese flights to Australia have since 2009, increased by 26.2%.
Confidential | Do not reproduce without prior written permission from MMG
1 439 Following889 Followers8 listed
6 videos816 views
31 Unique Pictures25 Videos (including 19 videos from the Montreux Jazz Festival)11 Blog Posts
10 Pictures
178 Check-In26 Unique Visitors
18 pictures2 videos
SocialMention.com indicates 60% greater brand strength since October 2010. Competitive analysis indicates greater online presence than The Terrace Bar by check-in and mention.
Montreux Jazz Café’s online presence has lead to more frequent engagement and mention from local key influencer audiences.
Focus feedback included Product, Emotional Experiences and Summer of Lunch campaign demonstrated an integrated social approach with customers going “Last Mile” when @montreuxjazzsyd online friends met in real life with purpose and drove sales revenue. Montreux Jazz Cafe is the first of SSP Australia to demonstrate characteristics of a community.
Key Insights: Montreux Jazz Cafe
Confidential | Do not reproduce without prior written permission from MMG
2 001Following854 Followers11 listed
3 videos325 views
9 Unique Pictures2 Videos6 Blog Posts
8 Pictures
69 Check-In16 Unique Visitors
13 pictures1 videos
Trattoria Prego (a ‘made up’ brand) has 74% increase in brand strength since October 2010 according to SocialMention.com.
Trattoria Prego is one of the most engaged social brands of SSP with redemption of “FreshonTheGo” offers which increased top-line sales.
Focus feedback on Product, Emotional Experience and Environment have been articulated in real-time feedback and through multiple social platforms by engaged customer as well crisis management program tested/deployed as necessary for complaints.
TextTextText
Key Insights: Prego
Twitter Town Hall @ White House • 6 July 2011 • #AskObama
• 160,000 questions and comments combine into 17 questions
• Multi prong approach to narrow Tweets :
– Partner with service provider Mass Relevance to curate, visualize and integrate which topics were generating the greatest discussion.
– Curation technology TweetRiver aggregates and filters Tweets with the #AskObama hashtag into real-time topic streams, including jobs, the budget, taxes, education and health care.
– Use own signals to measure engagement (Retweets, Favorites and @Replies) within these topics.
– Group of Twitter users (called "curators") helped flag questions from their communities through retweets
https://dev.twitter.com/blog/behind-scenes-white-house
Summary Twitter Town Hall @ the White House
#AskObamaand “Twitter Town Hall”
@whitehouse@townhall@barackobama
Salesforce radian6 report
Gender: Twitter Town Hall @ the White House
Salesforce radian6 report
Total View – Issue Segments and Gender Breakdown for 6 July 2011
Salesforce radian6 report
Sharing Stories
What happens when you tell stories? Two magical things: You build trust with other people in your network, and from there you build empathy…is when you share the emotions that other people have and express. It’s a powerful, deeply primal experience.
ShareThis! Deanna Zandt, Berrett-Koehler Publishers, 2010
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Sponsored Stories- Facebook
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Stories and Listening to Brand Attributes
• Your own stories are ego centric
• Stories others tell about you to friends and associates (future prospects) are powerful
– What vocabulary do others use– What do others tell about your skills– What stories do you tell about others
• Brand attributes are what others write and repeat71
Social Media Conversation Calendar Triggers
• Tweets ~ 1 to 2 per day• Facebook status daily• YouTube weekly• New content ~ 3 to 5 hours per month• New online contacts ~ 1 hour per month • New blog post ~ 1 per working day
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Analytics from Social Big Data
8 Levels of Analytics(Davenport)
Key Social Media Questions
Standard Reports What conversations are taking place?
Ad Hoc reports When and where are conversations taking place?
Query Drilldown What are the sentiment of conversations?
Alerts What actions are required?
Statistical Analysis Why are these conversations occurring?
Forecasting What if conversations continue?
Predictive Modeling What conversations are next?
Optimization How can we lead conversations?
http://manobyte.com/blog/index.php/2008/11/what-is-social-media-analytics orginally adapted from Davenport T (2007), Competing on Analytics
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First Step Monitoring [Brand] Conversations & Tips
• Social Media Dashboard
– All social media sources relating to brand– RSS technologies– Mashups (e.g. YouTube, Flickr, Twitter, Nielsen, Google )
• Weak Signals– Twitter early warning in advance of blogging
• Set up comprehensive Google Alerts
• Set up a feed reader with relevant blogs and new feeds
• Use Twitter Search to follow hashtags and keywords in Twitter streams
• Start immediately (~3 mins) with Netvibes and vocabulary
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Google Reader
• Free
• Collects info from Twitter, blogs, and other RSS sources
• Allows for easy sharing
• Info all in one spot
• Less real-time (both benefit and drawback)
• Track what’s read/not
• Powerful: Star, share, email, tag, notes, trends
• LinkedIn - Job changes, New connections, Updates and Groups
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Other monitoring options
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1:1 Marketing
ShotgunMarketing
Segment Marketing
‘All Customers the same’
‘All Customers in a segment
the same’
‘All Customersin a network interrelated’
A New Way of Marketing ?
Social Network Marketing
‘All Customers are different’
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Facebook Social Graph
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Facebook Object Types for Social Graph
Activities Businesses Groups Organizations People Places Products and Entertainment
Activity Bar Cause Band Actor City Album
Sport Company Sports_league Government Athlete Country Book
Cafe Sports_team Non_profit Director Landmark Drink
Hotel School Musician State_province Food
Restaurant University Politician Game
Public_figure Product
Song
Movie
Tv_show
Websites UPC/ISBN Other
Blog UPC code Other
Website ISBN number
Article
latitude longitude street-addresslocality regionpostal-codecountry-name
locationContact Info : emailphone_numberfax_number
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Facebook Social Graph
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ProgrammesMusic
Topics
Users
Events
News Food
Gardening
The ABC as Social GraphI'll be thinking in the graph. My flights. My friends. Things in my life. My breakfast.
What was that? Oh, yogurt, granola, nuts, and fresh fruit, since you ask.
Submitted by timbl on Wed, 2007-11-21http://dig.csail.mit.edu/breadcrumbs/node/215
Giant Global Graph
Social Network Representation
• Primary focus is actors & relationships # actors & attributes
• Nodes (Actors) connected by Links (Ties/relationship or edge)
• Links represent flows or transfer– material goods or information
1 2 30 1 01 0 10 1 0
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1: 22: 1, 33: 2
1
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Adjacency matrix
Adjacency list
1 = presence of link0 = no direct link
Actors Relationship
Graph orsociogram
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NodeXL - Excel 2007 template for viewing and analyzing network graphs
www.codeplex.com/NodeXL 83
Key Network Measures
• Degree Centrality• Betweenness Centrality• Closeness Centrality• Eigenvector Centrality
krackkite.##h (modified labels)
Connector(hub)
Diana’sClique
Broker
Boundary spanners
Contractor ? Vendor
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Facebook EdgeRank
• Object = status update or post• Edge = like, comment or interaction with object• Interesting info more people interactions resulting in higher rank and story in “Top News” • Posting status updates without conversation does not get high rank and move into “Top News” feed• EdgeRank is based on sum of three factors:
– affinity or the relationship between the creator and user– interaction with the object (likes, comments have different levels of user engagement) – timeliness means new objects have better chance
• 6 Tips to increase EdgeRank– Publish objects that encourage interaction– Create a forum– Make most of photos and videos– Share links– Keep it fresh– Ask users to share
Source: 6 Tips to Increase Your Facebook EdgeRank and Exposure by Jim Lodico, 28/4/2011
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• Over 120 million users – 26m+ members in Europe– 6m+ members in the UK– 2m+ members in France– 2m+ members in the Netherlands– 2m+ members in Italy– 1m+ members in the DACH region (Germany, Austria and Switzerland)– 1m+ members in Spain– 10m+ members in India– 4m+ members in Canada– 4m+ members in Brazil– 2m+ members in Australia
• 2M+ professionals in Australia (~40% + of professionals)• Widely used in Financial Services (Sydney, Brisbane & Melbourne)• Australian member usage
~ 8 minutes per month• 6.5 million students and 9 million recent college graduates• More than 2 million companies have LinkedIn Company Pages.
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affluent & influential membership.
LVMH – Louis Vuitton
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“United Breaks Guitars” 10,177,221
Susan Boyle79,804,980
Old Spice The Man Your Man
Could Smell Like37,180,978
Blendtech12,860,143
** views current as at 19 November 2011 89
YouTube Insight – Video Analytics
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Where will the jobs come from?
1. Data scientist for big data insights? (Business/IT)2. Big Data compliments all organisation wide data3. Big data not owned by marketing, business or IT4. Requirement to take real time data and circulate across an
entire enterprise?5. Who is responsible ?6. Reporting structure? 7. Do we need a new organisation or team?8. Is this about organisational change? 9. Social media or Big data Centre of Excellence 10. What happens if opportunities exist from the data insights?
Caution!
“Children never put off till tomorrow what will keep them from going to bed tonight”
ADVERTISING AGE
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