SlideShare a Scribd company logo
1 of 22
Audience analysis and modelling: the case of  CIBER and Deep Log Analysis   David Nicholas CIBER University College London [email_address] www.ucl.ac.uk/slais/research/ciber
Background ,[object Object],[object Object],[object Object]
CIBER’s methodology: DLA ,[object Object],[object Object]
It is absolutely essential ,[object Object],[object Object],[object Object]
Particular importance of outcome/impact data ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Benefits of DLA ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The digital information footprint Information Seeking  Characteristics Activity Metrics User  Characteristics 1. Number of pages viewed 2. Number of full-text  downloads 3. Number of sessions  conducted 4. Site penetration 5. Time spent viewing a page 6. Time spent on a session 7. Number of searches  undertaken in session 8. Number of repeat visits made 9. Number of sources used 10. Number of views per source 1. Subject/ discipline 2. Job status 3. Geographical location 4. Name of organisation 5. Type of organization  used to access the service 6. User demographics:  gender, age etc  (if available) A. Type of content viewed 1. Number of sources used in a session 2. Names of sources used/not used 3. Subject of source 5. Age of source used 6. Type of material viewed  7. Type of full-text view 8. Size of source used 9. Publication status of article B. Searching style 1.Search approach  adopted 2.  Number of searches conducted in a  session 3. Number of search terms used in  search 4. Form of navigation 5. From where users arrive from 29 Key Features
Snippets from CIBER research ,[object Object],[object Object]
Robots! ,[object Object],[object Object],[object Object],[object Object]
Navigators ,[object Object],[object Object],[object Object]
Diversity ,[object Object],[object Object],[object Object]
Brand, don’t go there, there are  big  problems ,[object Object],[object Object],[object Object]
Characteristic information behaviour in the virtual space ,[object Object],[object Object]
Dumbed down information seeking?  ,[object Object]
Think big, think observatory: JISC National E-Book Observatory ,[object Object],[object Object],[object Object]
Number of page views to 26 JISC books
JISC books – subject comparison (page views)
Site penetration (JISC v other books)
Ranked JISC book usage 12.0 11.3 10.2 9.3 8.9 8.6 6.5 5.0 4.2 3.1 2.7 2.1 1.9 1.8 1.6 1.5 1.4 1.2 1.2 1.1 1.1 1.1 .7 .6 .6 .4 40490 38043 34279 31270 30097 28902 21800 16838 14199 10372 8989 7080 6544 6032 5369 5120 4823 4189 4118 3872 3679 3615 2198 2111 1956 1494 Media Gender and Identity Integrated Marketing Communication  Marketing Strategy & Competitive Positioning  Management Concepts & Practices Organisational Behaviour and Analysis: An Integrated  Cinema Studies: The Key Concepts  Chemical Engineering Volume 6: Chemical Engineering D Power without Responsibility  The Dynamics of Employee Relations  Engineering Materials 1 Public Relations Handbook Structural and Stress Analysis  Media Institutions and Audiences  Chemical Engineering Volume 2 Engineering Materials 2 Aerodynamics for Engineering Students Measurement and Instrumentation Principles  Modern Structural Analysis  Fundamentals of Wireless Communication  English for Journalists Writing for Journalists A Short Course in Foundation Engineering  A Short Course in Soil and Rock Slope Engineering Better Places to Live Conceptual Structural Design  Better Places to Work 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 % Use JISC E-books ranked by usage Rank
Type of page viewed: all books
Top ten universities viewing  Integrated Marketing Communication 2.6 Bournemouth 2.6 Stirling 3.4 Hertfordshire 4.3 St Andrews 4.7 Strathclyde 5.1 Sheffield 5.5 Glamorgan  5.7 Worcester 6.5 Coventry 7.2 Leeds Percentage of all use University
Plug for book ,[object Object]

More Related Content

What's hot

Rogers studyingpoliticalissues mar2014_optimized_ii_
Rogers studyingpoliticalissues mar2014_optimized_ii_Rogers studyingpoliticalissues mar2014_optimized_ii_
Rogers studyingpoliticalissues mar2014_optimized_ii_Digital Methods Initiative
 
Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013
Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013
Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013Digital Methods Initiative
 
Making More Sense Out of Social Data
Making More Sense Out of Social DataMaking More Sense Out of Social Data
Making More Sense Out of Social DataThe Open University
 
Netnography online course part 1 of 3 17 november 2016
Netnography online course part 1 of 3 17 november 2016Netnography online course part 1 of 3 17 november 2016
Netnography online course part 1 of 3 17 november 2016suresh sood
 
Leslie townsend communities - 2013
Leslie townsend   communities - 2013Leslie townsend   communities - 2013
Leslie townsend communities - 2013Ray Poynter
 
Who’s in the Gang? Revealing Coordinating Communities in Social Media
Who’s in the Gang? Revealing Coordinating Communities in Social MediaWho’s in the Gang? Revealing Coordinating Communities in Social Media
Who’s in the Gang? Revealing Coordinating Communities in Social MediaDerek Weber
 
Social Media Analysis: Present and Future
Social Media Analysis: Present and FutureSocial Media Analysis: Present and Future
Social Media Analysis: Present and Futurematthewhurst
 
press release final
press release finalpress release final
press release finalJeff Maehre
 
Participant Consent and Withdrawal when using publicly archived data
Participant Consent and Withdrawal when using publicly archived dataParticipant Consent and Withdrawal when using publicly archived data
Participant Consent and Withdrawal when using publicly archived dataAnsgar Koene
 
How to utilize ‘big data’ on SNS for academic purpose?
How to utilize ‘big data’ on SNS  for academic purpose?How to utilize ‘big data’ on SNS  for academic purpose?
How to utilize ‘big data’ on SNS for academic purpose?Han Woo PARK
 
Netnography webinar
Netnography webinarNetnography webinar
Netnography webinarsuresh sood
 
Ica2012 preconference keynote
Ica2012 preconference keynoteIca2012 preconference keynote
Ica2012 preconference keynoteHan Woo PARK
 
Netnography - Theory & How-To's
Netnography - Theory & How-To'sNetnography - Theory & How-To's
Netnography - Theory & How-To'sTony Yu
 
Jacque lewis - Senior Project -w/o script
Jacque lewis - Senior Project -w/o scriptJacque lewis - Senior Project -w/o script
Jacque lewis - Senior Project -w/o scriptJacque Lewis
 

What's hot (20)

2014 ATHS Summer
2014 ATHS Summer2014 ATHS Summer
2014 ATHS Summer
 
Psychology of Social Media -- Portfolio
Psychology of Social Media -- PortfolioPsychology of Social Media -- Portfolio
Psychology of Social Media -- Portfolio
 
Rogers studyingpoliticalissues mar2014_optimized_ii_
Rogers studyingpoliticalissues mar2014_optimized_ii_Rogers studyingpoliticalissues mar2014_optimized_ii_
Rogers studyingpoliticalissues mar2014_optimized_ii_
 
Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013
Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013
Cross-Platform Profiling tutorial at the Digital Methods Summer School 2013
 
Making More Sense Out of Social Data
Making More Sense Out of Social DataMaking More Sense Out of Social Data
Making More Sense Out of Social Data
 
Ethics and Big Data
Ethics and Big Data Ethics and Big Data
Ethics and Big Data
 
Netnography online course part 1 of 3 17 november 2016
Netnography online course part 1 of 3 17 november 2016Netnography online course part 1 of 3 17 november 2016
Netnography online course part 1 of 3 17 november 2016
 
Leslie townsend communities - 2013
Leslie townsend   communities - 2013Leslie townsend   communities - 2013
Leslie townsend communities - 2013
 
The Media Zones Where People Live
The Media Zones Where People LiveThe Media Zones Where People Live
The Media Zones Where People Live
 
Who’s in the Gang? Revealing Coordinating Communities in Social Media
Who’s in the Gang? Revealing Coordinating Communities in Social MediaWho’s in the Gang? Revealing Coordinating Communities in Social Media
Who’s in the Gang? Revealing Coordinating Communities in Social Media
 
Social Media Analysis: Present and Future
Social Media Analysis: Present and FutureSocial Media Analysis: Present and Future
Social Media Analysis: Present and Future
 
Netnography
NetnographyNetnography
Netnography
 
press release final
press release finalpress release final
press release final
 
Participant Consent and Withdrawal when using publicly archived data
Participant Consent and Withdrawal when using publicly archived dataParticipant Consent and Withdrawal when using publicly archived data
Participant Consent and Withdrawal when using publicly archived data
 
How to utilize ‘big data’ on SNS for academic purpose?
How to utilize ‘big data’ on SNS  for academic purpose?How to utilize ‘big data’ on SNS  for academic purpose?
How to utilize ‘big data’ on SNS for academic purpose?
 
Ifip wg-galway-
Ifip wg-galway-Ifip wg-galway-
Ifip wg-galway-
 
Netnography webinar
Netnography webinarNetnography webinar
Netnography webinar
 
Ica2012 preconference keynote
Ica2012 preconference keynoteIca2012 preconference keynote
Ica2012 preconference keynote
 
Netnography - Theory & How-To's
Netnography - Theory & How-To'sNetnography - Theory & How-To's
Netnography - Theory & How-To's
 
Jacque lewis - Senior Project -w/o script
Jacque lewis - Senior Project -w/o scriptJacque lewis - Senior Project -w/o script
Jacque lewis - Senior Project -w/o script
 

Similar to David Nicholas, Ciber: Audience Analysis and Modelling, the case of CIBER and Deep Log Analysis

Exploring Research Opportunities in the Digital Era
Exploring Research Opportunities in the Digital EraExploring Research Opportunities in the Digital Era
Exploring Research Opportunities in the Digital EraTogar Simatupang
 
WSI Stimulus Project: Centre for longitudinal studies of online citizen parti...
WSI Stimulus Project: Centre for longitudinal studies of online citizen parti...WSI Stimulus Project: Centre for longitudinal studies of online citizen parti...
WSI Stimulus Project: Centre for longitudinal studies of online citizen parti...Ramine Tinati
 
Eldis 20th Anniversary Workshop 2016: Rachel Philippson
Eldis 20th Anniversary Workshop 2016: Rachel PhilippsonEldis 20th Anniversary Workshop 2016: Rachel Philippson
Eldis 20th Anniversary Workshop 2016: Rachel PhilippsonIDS Knowledge Services
 
Getting Going with Mobile (What Your Users Really Want!)
Getting Going with Mobile (What Your Users Really Want!)Getting Going with Mobile (What Your Users Really Want!)
Getting Going with Mobile (What Your Users Really Want!)Forum One
 
Charleston Conference Observatory: Are Social Media Impacting on Research?
Charleston Conference Observatory: Are Social Media Impacting on Research?Charleston Conference Observatory: Are Social Media Impacting on Research?
Charleston Conference Observatory: Are Social Media Impacting on Research?Charleston Conference
 
Siguse 2009 Symposium Program
Siguse 2009 Symposium ProgramSiguse 2009 Symposium Program
Siguse 2009 Symposium Programsiguse_history
 
Mobile Age: Open Data Mobile Apps to Support Independent Living
Mobile Age: Open Data Mobile Apps to Support Independent LivingMobile Age: Open Data Mobile Apps to Support Independent Living
Mobile Age: Open Data Mobile Apps to Support Independent LivingMobile Age Project
 
Taxonomy, Social Networks and Pace Layering
Taxonomy, Social Networks and Pace LayeringTaxonomy, Social Networks and Pace Layering
Taxonomy, Social Networks and Pace LayeringRoger Hudson
 
Re-Mapping the Total Library: Surveying WDL & BDMX
Re-Mapping the Total Library: Surveying WDL & BDMXRe-Mapping the Total Library: Surveying WDL & BDMX
Re-Mapping the Total Library: Surveying WDL & BDMXDr Ernesto Priego
 
Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]WriteKraft Dissertations
 
Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]WriteKraft Dissertations
 
Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]WriteKraft Dissertations
 
Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]WriteKraft Dissertations
 
Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]WriteKraft Dissertations
 
Book linkhttpsbangkamil.files.wordpress.com200808project-m.docx
Book linkhttpsbangkamil.files.wordpress.com200808project-m.docxBook linkhttpsbangkamil.files.wordpress.com200808project-m.docx
Book linkhttpsbangkamil.files.wordpress.com200808project-m.docxAASTHA76
 
TheimpactofeWOM-IR1820083229-247.pdf
TheimpactofeWOM-IR1820083229-247.pdfTheimpactofeWOM-IR1820083229-247.pdf
TheimpactofeWOM-IR1820083229-247.pdfDHRUVINKUMARCHAUHAN
 
What's up at Kno.e.sis?
What's up at Kno.e.sis? What's up at Kno.e.sis?
What's up at Kno.e.sis? Amit Sheth
 

Similar to David Nicholas, Ciber: Audience Analysis and Modelling, the case of CIBER and Deep Log Analysis (20)

Exploring Research Opportunities in the Digital Era
Exploring Research Opportunities in the Digital EraExploring Research Opportunities in the Digital Era
Exploring Research Opportunities in the Digital Era
 
SMAG Evaluation
SMAG EvaluationSMAG Evaluation
SMAG Evaluation
 
WSI Stimulus Project: Centre for longitudinal studies of online citizen parti...
WSI Stimulus Project: Centre for longitudinal studies of online citizen parti...WSI Stimulus Project: Centre for longitudinal studies of online citizen parti...
WSI Stimulus Project: Centre for longitudinal studies of online citizen parti...
 
Eldis 20th Anniversary Workshop 2016: Rachel Philippson
Eldis 20th Anniversary Workshop 2016: Rachel PhilippsonEldis 20th Anniversary Workshop 2016: Rachel Philippson
Eldis 20th Anniversary Workshop 2016: Rachel Philippson
 
Getting Going with Mobile (What Your Users Really Want!)
Getting Going with Mobile (What Your Users Really Want!)Getting Going with Mobile (What Your Users Really Want!)
Getting Going with Mobile (What Your Users Really Want!)
 
Charleston Conference Observatory: Are Social Media Impacting on Research?
Charleston Conference Observatory: Are Social Media Impacting on Research?Charleston Conference Observatory: Are Social Media Impacting on Research?
Charleston Conference Observatory: Are Social Media Impacting on Research?
 
Siguse 2009 Symposium Program
Siguse 2009 Symposium ProgramSiguse 2009 Symposium Program
Siguse 2009 Symposium Program
 
Qs1 group a
Qs1 group a Qs1 group a
Qs1 group a
 
Mobile Age: Open Data Mobile Apps to Support Independent Living
Mobile Age: Open Data Mobile Apps to Support Independent LivingMobile Age: Open Data Mobile Apps to Support Independent Living
Mobile Age: Open Data Mobile Apps to Support Independent Living
 
Taxonomy, Social Networks and Pace Layering
Taxonomy, Social Networks and Pace LayeringTaxonomy, Social Networks and Pace Layering
Taxonomy, Social Networks and Pace Layering
 
Re-Mapping the Total Library: Surveying WDL & BDMX
Re-Mapping the Total Library: Surveying WDL & BDMXRe-Mapping the Total Library: Surveying WDL & BDMX
Re-Mapping the Total Library: Surveying WDL & BDMX
 
Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]
 
Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]
 
Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]
 
Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]
 
Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]Consumer attitudes synopsis [www.writekraft.com]
Consumer attitudes synopsis [www.writekraft.com]
 
Overview Of Wcu Research (16 Dec2009)Sj
Overview Of Wcu Research (16 Dec2009)SjOverview Of Wcu Research (16 Dec2009)Sj
Overview Of Wcu Research (16 Dec2009)Sj
 
Book linkhttpsbangkamil.files.wordpress.com200808project-m.docx
Book linkhttpsbangkamil.files.wordpress.com200808project-m.docxBook linkhttpsbangkamil.files.wordpress.com200808project-m.docx
Book linkhttpsbangkamil.files.wordpress.com200808project-m.docx
 
TheimpactofeWOM-IR1820083229-247.pdf
TheimpactofeWOM-IR1820083229-247.pdfTheimpactofeWOM-IR1820083229-247.pdf
TheimpactofeWOM-IR1820083229-247.pdf
 
What's up at Kno.e.sis?
What's up at Kno.e.sis? What's up at Kno.e.sis?
What's up at Kno.e.sis?
 

Recently uploaded

VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...jageshsingh5554
 
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls ServiceKesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Servicemakika9823
 
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...astropune
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escortsaditipandeya
 
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Call Girls in Nagpur High Profile
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...hotbabesbook
 
Call Girl Coimbatore Prisha☎️ 8250192130 Independent Escort Service Coimbatore
Call Girl Coimbatore Prisha☎️  8250192130 Independent Escort Service CoimbatoreCall Girl Coimbatore Prisha☎️  8250192130 Independent Escort Service Coimbatore
Call Girl Coimbatore Prisha☎️ 8250192130 Independent Escort Service Coimbatorenarwatsonia7
 
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...Taniya Sharma
 
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...narwatsonia7
 
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...Garima Khatri
 
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...chandars293
 
Bangalore Call Girls Hebbal Kempapura Number 7001035870 Meetin With Bangalor...
Bangalore Call Girls Hebbal Kempapura Number 7001035870  Meetin With Bangalor...Bangalore Call Girls Hebbal Kempapura Number 7001035870  Meetin With Bangalor...
Bangalore Call Girls Hebbal Kempapura Number 7001035870 Meetin With Bangalor...narwatsonia7
 
High Profile Call Girls Coimbatore Saanvi☎️ 8250192130 Independent Escort Se...
High Profile Call Girls Coimbatore Saanvi☎️  8250192130 Independent Escort Se...High Profile Call Girls Coimbatore Saanvi☎️  8250192130 Independent Escort Se...
High Profile Call Girls Coimbatore Saanvi☎️ 8250192130 Independent Escort Se...narwatsonia7
 
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...Neha Kaur
 
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls JaipurCall Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipurparulsinha
 
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...Taniya Sharma
 
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 

Recently uploaded (20)

VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
 
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
 
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls ServiceKesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
 
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
 
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
 
Call Girl Coimbatore Prisha☎️ 8250192130 Independent Escort Service Coimbatore
Call Girl Coimbatore Prisha☎️  8250192130 Independent Escort Service CoimbatoreCall Girl Coimbatore Prisha☎️  8250192130 Independent Escort Service Coimbatore
Call Girl Coimbatore Prisha☎️ 8250192130 Independent Escort Service Coimbatore
 
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
 
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
 
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
 
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
 
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
 
Bangalore Call Girls Hebbal Kempapura Number 7001035870 Meetin With Bangalor...
Bangalore Call Girls Hebbal Kempapura Number 7001035870  Meetin With Bangalor...Bangalore Call Girls Hebbal Kempapura Number 7001035870  Meetin With Bangalor...
Bangalore Call Girls Hebbal Kempapura Number 7001035870 Meetin With Bangalor...
 
High Profile Call Girls Coimbatore Saanvi☎️ 8250192130 Independent Escort Se...
High Profile Call Girls Coimbatore Saanvi☎️  8250192130 Independent Escort Se...High Profile Call Girls Coimbatore Saanvi☎️  8250192130 Independent Escort Se...
High Profile Call Girls Coimbatore Saanvi☎️ 8250192130 Independent Escort Se...
 
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
 
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls JaipurCall Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
 
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
 
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
 
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
 

David Nicholas, Ciber: Audience Analysis and Modelling, the case of CIBER and Deep Log Analysis

  • 1. Audience analysis and modelling: the case of CIBER and Deep Log Analysis David Nicholas CIBER University College London [email_address] www.ucl.ac.uk/slais/research/ciber
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7. The digital information footprint Information Seeking Characteristics Activity Metrics User Characteristics 1. Number of pages viewed 2. Number of full-text downloads 3. Number of sessions conducted 4. Site penetration 5. Time spent viewing a page 6. Time spent on a session 7. Number of searches undertaken in session 8. Number of repeat visits made 9. Number of sources used 10. Number of views per source 1. Subject/ discipline 2. Job status 3. Geographical location 4. Name of organisation 5. Type of organization used to access the service 6. User demographics: gender, age etc (if available) A. Type of content viewed 1. Number of sources used in a session 2. Names of sources used/not used 3. Subject of source 5. Age of source used 6. Type of material viewed 7. Type of full-text view 8. Size of source used 9. Publication status of article B. Searching style 1.Search approach adopted 2. Number of searches conducted in a session 3. Number of search terms used in search 4. Form of navigation 5. From where users arrive from 29 Key Features
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16. Number of page views to 26 JISC books
  • 17. JISC books – subject comparison (page views)
  • 18. Site penetration (JISC v other books)
  • 19. Ranked JISC book usage 12.0 11.3 10.2 9.3 8.9 8.6 6.5 5.0 4.2 3.1 2.7 2.1 1.9 1.8 1.6 1.5 1.4 1.2 1.2 1.1 1.1 1.1 .7 .6 .6 .4 40490 38043 34279 31270 30097 28902 21800 16838 14199 10372 8989 7080 6544 6032 5369 5120 4823 4189 4118 3872 3679 3615 2198 2111 1956 1494 Media Gender and Identity Integrated Marketing Communication Marketing Strategy & Competitive Positioning Management Concepts & Practices Organisational Behaviour and Analysis: An Integrated Cinema Studies: The Key Concepts Chemical Engineering Volume 6: Chemical Engineering D Power without Responsibility The Dynamics of Employee Relations Engineering Materials 1 Public Relations Handbook Structural and Stress Analysis Media Institutions and Audiences Chemical Engineering Volume 2 Engineering Materials 2 Aerodynamics for Engineering Students Measurement and Instrumentation Principles Modern Structural Analysis Fundamentals of Wireless Communication English for Journalists Writing for Journalists A Short Course in Foundation Engineering A Short Course in Soil and Rock Slope Engineering Better Places to Live Conceptual Structural Design Better Places to Work 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 % Use JISC E-books ranked by usage Rank
  • 20. Type of page viewed: all books
  • 21. Top ten universities viewing Integrated Marketing Communication 2.6 Bournemouth 2.6 Stirling 3.4 Hertfordshire 4.3 St Andrews 4.7 Strathclyde 5.1 Sheffield 5.5 Glamorgan 5.7 Worcester 6.5 Coventry 7.2 Leeds Percentage of all use University
  • 22.