SlideShare a Scribd company logo
Pamela Peele, Ph.D.
Chief Analytics Officer
UPMC Health Plan
UPMC Enterprises
Why is Healthcare Analytics so €xpen$ive and Hard?
Is it worth it?
UPMC Invests Heavily in Technology and Leverages the Investment Across
the Organization
Heinz Field
PNC Park
Park
Consol Energy
Center
Total Cost of all 3 Stadiums: $833M
Confidential – Do Not Duplicate
A little IT Housekeeping: The Kitchen
Ready to Cook
Now We’re Cooking
WHAT ARE WE TRYING TO SOLVE WITH ANALYTICS?
• A measure of Clairvoyance
– New knowledge not previously possible from
paper
• Learning what isn’t known.
– Hypothesis free approaches to problems.
Clairvoyance: The Promise of Big Data
Provider Network Plot
10
Provider Patient Sharing Patterns
11
Division of Health Economics (DOHE)Topology of Disease – Regional Population Health
Geographic Sectors
Western PA Cities 10,000+ Pop
12
Understanding the depth of chronic illness
(or donors)
UPMC Hospitals and Catchment Areas within Geographic Regions
All Hospitals and Catchment Areas within Geographic Regions
UPMC PCPs
within Geographic Regions
NonUPMC PCPs
within Geographic Regions
Wrestling with Data
The “Transaction” Problem in Healthcare
Common Methods
Finance/Banking, Retail, Casinos, Services
Transactional
Homogeneous
Tightly Standardized
Time Series
Health Care
Transactional
Heterogenetic
Loosely Standardized
The Hardest Problem in Healthcare
Who Moves Between Chronic Disease Clusters
WHAT ARE WE TRYING TO SOLVE WITH ANALYTICS?
The Danger of Big Data
This is Not the Solution
An information-rich environment creates a
scarcity of what it consumes.
Herb Simon (1971)
The Dangers of Big Data

More Related Content

What's hot

Introduction to Healthcare Analytics
Introduction to Healthcare Analytics Introduction to Healthcare Analytics
Introduction to Healthcare Analytics
Experfy
 
Precision Oncology adoption: The future is now
Precision Oncology adoption: The future is nowPrecision Oncology adoption: The future is now
Precision Oncology adoption: The future is now
accenture
 
Demystifying Text Analytics and NLP in Healthcare
Demystifying Text Analytics and NLP in HealthcareDemystifying Text Analytics and NLP in Healthcare
Demystifying Text Analytics and NLP in Healthcare
Health Catalyst
 
The Use of Predictive Analytics in Health Care
The Use of Predictive Analytics in Health CareThe Use of Predictive Analytics in Health Care
The Use of Predictive Analytics in Health Care
jetweedy
 
IMS Health Real-World Evidence Brochure
IMS Health Real-World Evidence BrochureIMS Health Real-World Evidence Brochure
IMS Health Real-World Evidence Brochure
IMSHealthRWES
 
Key Issues on the Economics of Precision Medicine
Key Issues on the Economics of Precision MedicineKey Issues on the Economics of Precision Medicine
Key Issues on the Economics of Precision Medicine
HEHTAslides
 
Hirshberg promise of digital technology astra_zenecaThe Promise of Digital Te...
Hirshberg promise of digital technology astra_zenecaThe Promise of Digital Te...Hirshberg promise of digital technology astra_zenecaThe Promise of Digital Te...
Hirshberg promise of digital technology astra_zenecaThe Promise of Digital Te...
Levi Shapiro
 
Clinician Satisfaction Before and After Transition from a Basic to a Comprehe...
Clinician Satisfaction Before and After Transition from a Basic to a Comprehe...Clinician Satisfaction Before and After Transition from a Basic to a Comprehe...
Clinician Satisfaction Before and After Transition from a Basic to a Comprehe...
Allison McCoy
 
How to Use Data to Improve Patient Safety: A Two-Part Discussion
How to Use Data to Improve Patient Safety: A Two-Part DiscussionHow to Use Data to Improve Patient Safety: A Two-Part Discussion
How to Use Data to Improve Patient Safety: A Two-Part Discussion
Health Catalyst
 
CATCH-IT Journal Club presentation Shamsa Jiwani
CATCH-IT Journal Club presentation Shamsa JiwaniCATCH-IT Journal Club presentation Shamsa Jiwani
CATCH-IT Journal Club presentation Shamsa JiwaniUniversity of Toronto
 
Using real-world evidence to investigate clinical research questions
Using real-world evidence to investigate clinical research questionsUsing real-world evidence to investigate clinical research questions
Using real-world evidence to investigate clinical research questions
Karin Verspoor
 
Clinical Analytics
Clinical AnalyticsClinical Analytics
Clinical Analytics
Michael Bice
 
Shaping Informatics for Allied Health - Refining our voice
Shaping Informatics for Allied Health - Refining our voiceShaping Informatics for Allied Health - Refining our voice
Shaping Informatics for Allied Health - Refining our voice
Health Informatics New Zealand
 
McGrath Health Data Analyst SXSW
McGrath Health Data Analyst SXSWMcGrath Health Data Analyst SXSW
McGrath Health Data Analyst SXSWRobert McGrath
 
RWE and Digital Health whitepaper (email)
RWE and Digital Health whitepaper (email)RWE and Digital Health whitepaper (email)
RWE and Digital Health whitepaper (email)Ulrich Neumann, FRSA
 
The Why And How Of Machine Learning And AI: An Implementation Guide For Healt...
The Why And How Of Machine Learning And AI: An Implementation Guide For Healt...The Why And How Of Machine Learning And AI: An Implementation Guide For Healt...
The Why And How Of Machine Learning And AI: An Implementation Guide For Healt...
Health Catalyst
 
Virtual Health & Telemedicine
Virtual Health & TelemedicineVirtual Health & Telemedicine
Virtual Health & Telemedicine
Richard Swartzbaugh
 
Overcoming Big Data Bottlenecks in Healthcare - a Predictive Analytics Case S...
Overcoming Big Data Bottlenecks in Healthcare - a Predictive Analytics Case S...Overcoming Big Data Bottlenecks in Healthcare - a Predictive Analytics Case S...
Overcoming Big Data Bottlenecks in Healthcare - a Predictive Analytics Case S...
Damo Consulting Inc.
 

What's hot (20)

Introduction to Healthcare Analytics
Introduction to Healthcare Analytics Introduction to Healthcare Analytics
Introduction to Healthcare Analytics
 
Precision Oncology adoption: The future is now
Precision Oncology adoption: The future is nowPrecision Oncology adoption: The future is now
Precision Oncology adoption: The future is now
 
Demystifying Text Analytics and NLP in Healthcare
Demystifying Text Analytics and NLP in HealthcareDemystifying Text Analytics and NLP in Healthcare
Demystifying Text Analytics and NLP in Healthcare
 
Health IT seminar review
Health IT seminar reviewHealth IT seminar review
Health IT seminar review
 
The Use of Predictive Analytics in Health Care
The Use of Predictive Analytics in Health CareThe Use of Predictive Analytics in Health Care
The Use of Predictive Analytics in Health Care
 
IMS Health Real-World Evidence Brochure
IMS Health Real-World Evidence BrochureIMS Health Real-World Evidence Brochure
IMS Health Real-World Evidence Brochure
 
Key Issues on the Economics of Precision Medicine
Key Issues on the Economics of Precision MedicineKey Issues on the Economics of Precision Medicine
Key Issues on the Economics of Precision Medicine
 
Hirshberg promise of digital technology astra_zenecaThe Promise of Digital Te...
Hirshberg promise of digital technology astra_zenecaThe Promise of Digital Te...Hirshberg promise of digital technology astra_zenecaThe Promise of Digital Te...
Hirshberg promise of digital technology astra_zenecaThe Promise of Digital Te...
 
Clinician Satisfaction Before and After Transition from a Basic to a Comprehe...
Clinician Satisfaction Before and After Transition from a Basic to a Comprehe...Clinician Satisfaction Before and After Transition from a Basic to a Comprehe...
Clinician Satisfaction Before and After Transition from a Basic to a Comprehe...
 
How to Use Data to Improve Patient Safety: A Two-Part Discussion
How to Use Data to Improve Patient Safety: A Two-Part DiscussionHow to Use Data to Improve Patient Safety: A Two-Part Discussion
How to Use Data to Improve Patient Safety: A Two-Part Discussion
 
CATCH-IT Journal Club presentation Shamsa Jiwani
CATCH-IT Journal Club presentation Shamsa JiwaniCATCH-IT Journal Club presentation Shamsa Jiwani
CATCH-IT Journal Club presentation Shamsa Jiwani
 
Using real-world evidence to investigate clinical research questions
Using real-world evidence to investigate clinical research questionsUsing real-world evidence to investigate clinical research questions
Using real-world evidence to investigate clinical research questions
 
Practicum presentation nidhi 2013
Practicum presentation nidhi  2013Practicum presentation nidhi  2013
Practicum presentation nidhi 2013
 
Clinical Analytics
Clinical AnalyticsClinical Analytics
Clinical Analytics
 
Shaping Informatics for Allied Health - Refining our voice
Shaping Informatics for Allied Health - Refining our voiceShaping Informatics for Allied Health - Refining our voice
Shaping Informatics for Allied Health - Refining our voice
 
McGrath Health Data Analyst SXSW
McGrath Health Data Analyst SXSWMcGrath Health Data Analyst SXSW
McGrath Health Data Analyst SXSW
 
RWE and Digital Health whitepaper (email)
RWE and Digital Health whitepaper (email)RWE and Digital Health whitepaper (email)
RWE and Digital Health whitepaper (email)
 
The Why And How Of Machine Learning And AI: An Implementation Guide For Healt...
The Why And How Of Machine Learning And AI: An Implementation Guide For Healt...The Why And How Of Machine Learning And AI: An Implementation Guide For Healt...
The Why And How Of Machine Learning And AI: An Implementation Guide For Healt...
 
Virtual Health & Telemedicine
Virtual Health & TelemedicineVirtual Health & Telemedicine
Virtual Health & Telemedicine
 
Overcoming Big Data Bottlenecks in Healthcare - a Predictive Analytics Case S...
Overcoming Big Data Bottlenecks in Healthcare - a Predictive Analytics Case S...Overcoming Big Data Bottlenecks in Healthcare - a Predictive Analytics Case S...
Overcoming Big Data Bottlenecks in Healthcare - a Predictive Analytics Case S...
 

Similar to 905 keynote peele_using our laptop

John Williams - UPMC
John Williams - UPMCJohn Williams - UPMC
John Williams - UPMCCASALA CENTRE
 
Keynote-Brookstone-Physician-Voice-SingaporeITSummit08
Keynote-Brookstone-Physician-Voice-SingaporeITSummit08Keynote-Brookstone-Physician-Voice-SingaporeITSummit08
Keynote-Brookstone-Physician-Voice-SingaporeITSummit08
alanbrookstone
 
Improving End-of-Life Care in the Emergency Department
Improving End-of-Life Care in the Emergency DepartmentImproving End-of-Life Care in the Emergency Department
Improving End-of-Life Care in the Emergency Department
Michael Gisondi
 
Transformation In Chronic Disease Management Through Technology: Improving Pr...
Transformation In Chronic Disease Management Through Technology: Improving Pr...Transformation In Chronic Disease Management Through Technology: Improving Pr...
Transformation In Chronic Disease Management Through Technology: Improving Pr...
Mohammad Al-Ubaydli
 
Proposal to implement attune health kernel at government level
Proposal to implement attune health kernel at government levelProposal to implement attune health kernel at government level
Proposal to implement attune health kernel at government leveldieple88
 
The Value of Telepsychiatry Integration in the Medical Home
The Value of Telepsychiatry Integration in the Medical HomeThe Value of Telepsychiatry Integration in the Medical Home
The Value of Telepsychiatry Integration in the Medical Home
Michigan Primary Care Association
 
mHealth Symposium 2013 Hal Wolf
mHealth Symposium 2013 Hal WolfmHealth Symposium 2013 Hal Wolf
mHealth Symposium 2013 Hal Wolf3GDR
 
BYO App: Announcing Linq from Open mHealth
BYO App: Announcing Linq from Open mHealthBYO App: Announcing Linq from Open mHealth
BYO App: Announcing Linq from Open mHealth
Ida Sim
 
Learning Health Systems
Learning Health SystemsLearning Health Systems
Telehealth and HTA
Telehealth and HTATelehealth and HTA
Telehealth and HTA
HTAi Bilbao 2012
 
HMSC - A Health Management System Collaborative
HMSC - A Health Management System CollaborativeHMSC - A Health Management System Collaborative
HMSC - A Health Management System Collaborative
Health Informatics New Zealand
 
Boosting App Installs
Boosting App InstallsBoosting App Installs
Boosting App Installs
InterCon
 
Triesault_Ferreira_20150720_2100
Triesault_Ferreira_20150720_2100Triesault_Ferreira_20150720_2100
Triesault_Ferreira_20150720_2100Paula Ferreira
 
Medical Information Exchange in ASEAN Countries: How To Achieve IT?
Medical Information Exchange in ASEAN Countries: How To Achieve IT?Medical Information Exchange in ASEAN Countries: How To Achieve IT?
Medical Information Exchange in ASEAN Countries: How To Achieve IT?Nawanan Theera-Ampornpunt
 
Pharma challenges - Patient Centricity and Digital Capabilities
Pharma challenges - Patient Centricity and Digital CapabilitiesPharma challenges - Patient Centricity and Digital Capabilities
Pharma challenges - Patient Centricity and Digital Capabilities
Joana Santos Silva
 
3 dn srinath-ge_complete-anaesthesiology_ncas_2011
3 dn srinath-ge_complete-anaesthesiology_ncas_20113 dn srinath-ge_complete-anaesthesiology_ncas_2011
3 dn srinath-ge_complete-anaesthesiology_ncas_2011Nova Specialty Hospitals
 
Muir Gray: NHS Atlas of Variation
Muir Gray: NHS Atlas of VariationMuir Gray: NHS Atlas of Variation
Muir Gray: NHS Atlas of Variation
The King's Fund
 
Clinical Analytics for Improving Health Outcomes
Clinical Analytics for Improving Health OutcomesClinical Analytics for Improving Health Outcomes
Clinical Analytics for Improving Health Outcomes
Exist
 
POPULATION_HLTH_MGMT
POPULATION_HLTH_MGMTPOPULATION_HLTH_MGMT
POPULATION_HLTH_MGMTTony Fanelli
 

Similar to 905 keynote peele_using our laptop (20)

John Williams - UPMC
John Williams - UPMCJohn Williams - UPMC
John Williams - UPMC
 
Keynote-Brookstone-Physician-Voice-SingaporeITSummit08
Keynote-Brookstone-Physician-Voice-SingaporeITSummit08Keynote-Brookstone-Physician-Voice-SingaporeITSummit08
Keynote-Brookstone-Physician-Voice-SingaporeITSummit08
 
Improving End-of-Life Care in the Emergency Department
Improving End-of-Life Care in the Emergency DepartmentImproving End-of-Life Care in the Emergency Department
Improving End-of-Life Care in the Emergency Department
 
Transformation In Chronic Disease Management Through Technology: Improving Pr...
Transformation In Chronic Disease Management Through Technology: Improving Pr...Transformation In Chronic Disease Management Through Technology: Improving Pr...
Transformation In Chronic Disease Management Through Technology: Improving Pr...
 
Proposal to implement attune health kernel at government level
Proposal to implement attune health kernel at government levelProposal to implement attune health kernel at government level
Proposal to implement attune health kernel at government level
 
The Value of Telepsychiatry Integration in the Medical Home
The Value of Telepsychiatry Integration in the Medical HomeThe Value of Telepsychiatry Integration in the Medical Home
The Value of Telepsychiatry Integration in the Medical Home
 
mHealth Symposium 2013 Hal Wolf
mHealth Symposium 2013 Hal WolfmHealth Symposium 2013 Hal Wolf
mHealth Symposium 2013 Hal Wolf
 
BYO App: Announcing Linq from Open mHealth
BYO App: Announcing Linq from Open mHealthBYO App: Announcing Linq from Open mHealth
BYO App: Announcing Linq from Open mHealth
 
Learning Health Systems
Learning Health SystemsLearning Health Systems
Learning Health Systems
 
Telehealth and HTA
Telehealth and HTATelehealth and HTA
Telehealth and HTA
 
NCHICA Presentation vF
NCHICA Presentation vFNCHICA Presentation vF
NCHICA Presentation vF
 
HMSC - A Health Management System Collaborative
HMSC - A Health Management System CollaborativeHMSC - A Health Management System Collaborative
HMSC - A Health Management System Collaborative
 
Boosting App Installs
Boosting App InstallsBoosting App Installs
Boosting App Installs
 
Triesault_Ferreira_20150720_2100
Triesault_Ferreira_20150720_2100Triesault_Ferreira_20150720_2100
Triesault_Ferreira_20150720_2100
 
Medical Information Exchange in ASEAN Countries: How To Achieve IT?
Medical Information Exchange in ASEAN Countries: How To Achieve IT?Medical Information Exchange in ASEAN Countries: How To Achieve IT?
Medical Information Exchange in ASEAN Countries: How To Achieve IT?
 
Pharma challenges - Patient Centricity and Digital Capabilities
Pharma challenges - Patient Centricity and Digital CapabilitiesPharma challenges - Patient Centricity and Digital Capabilities
Pharma challenges - Patient Centricity and Digital Capabilities
 
3 dn srinath-ge_complete-anaesthesiology_ncas_2011
3 dn srinath-ge_complete-anaesthesiology_ncas_20113 dn srinath-ge_complete-anaesthesiology_ncas_2011
3 dn srinath-ge_complete-anaesthesiology_ncas_2011
 
Muir Gray: NHS Atlas of Variation
Muir Gray: NHS Atlas of VariationMuir Gray: NHS Atlas of Variation
Muir Gray: NHS Atlas of Variation
 
Clinical Analytics for Improving Health Outcomes
Clinical Analytics for Improving Health OutcomesClinical Analytics for Improving Health Outcomes
Clinical Analytics for Improving Health Outcomes
 
POPULATION_HLTH_MGMT
POPULATION_HLTH_MGMTPOPULATION_HLTH_MGMT
POPULATION_HLTH_MGMT
 

More from Rising Media, Inc.

1415 track 1 wu_using his laptop
1415 track 1 wu_using his laptop1415 track 1 wu_using his laptop
1415 track 1 wu_using his laptop
Rising Media, Inc.
 
Matt gershoff
Matt gershoffMatt gershoff
Matt gershoff
Rising Media, Inc.
 
Keynote adam greco
Keynote adam grecoKeynote adam greco
Keynote adam greco
Rising Media, Inc.
 
1620 keynote olson_using our laptop
1620 keynote olson_using our laptop1620 keynote olson_using our laptop
1620 keynote olson_using our laptop
Rising Media, Inc.
 
1530 track 2 stuart_using our laptop
1530 track 2 stuart_using our laptop1530 track 2 stuart_using our laptop
1530 track 2 stuart_using our laptop
Rising Media, Inc.
 
1530 track 1 fader_using our laptop
1530 track 1 fader_using our laptop1530 track 1 fader_using our laptop
1530 track 1 fader_using our laptop
Rising Media, Inc.
 
1415 track 2 richardson
1415 track 2 richardson1415 track 2 richardson
1415 track 2 richardson
Rising Media, Inc.
 
1215 daa lunch owusu_using our laptop
1215 daa lunch owusu_using our laptop1215 daa lunch owusu_using our laptop
1215 daa lunch owusu_using our laptop
Rising Media, Inc.
 
1215 daa lunch a bos intro slides_using our laptop
1215 daa lunch a bos intro slides_using our laptop1215 daa lunch a bos intro slides_using our laptop
1215 daa lunch a bos intro slides_using our laptop
Rising Media, Inc.
 
915 e metrics_claudia perlich
915 e metrics_claudia perlich915 e metrics_claudia perlich
915 e metrics_claudia perlich
Rising Media, Inc.
 
855 sponsor movassate_using our laptop
855 sponsor movassate_using our laptop855 sponsor movassate_using our laptop
855 sponsor movassate_using our laptop
Rising Media, Inc.
 
1615 plack using our laptop
1615 plack using our laptop1615 plack using our laptop
1615 plack using our laptop
Rising Media, Inc.
 
1530 rimmele do not share
1530 rimmele do not share1530 rimmele do not share
1530 rimmele do not share
Rising Media, Inc.
 
1000 kondic do not share
1000 kondic do not share1000 kondic do not share
1000 kondic do not share
Rising Media, Inc.
 
Stephen morse sharable
Stephen morse sharableStephen morse sharable
Stephen morse sharable
Rising Media, Inc.
 
Elder shareable
Elder shareableElder shareable
Elder shareable
Rising Media, Inc.
 
1115 ramirez using our laptop
1115 ramirez using our laptop1115 ramirez using our laptop
1115 ramirez using our laptop
Rising Media, Inc.
 
1000 grandy using our laptop
1000 grandy using our laptop1000 grandy using our laptop
1000 grandy using our laptop
Rising Media, Inc.
 
940 sponsor kallakuri_do not share
940 sponsor kallakuri_do not share940 sponsor kallakuri_do not share
940 sponsor kallakuri_do not share
Rising Media, Inc.
 
900 keynote gottshall_using his laptop
900 keynote gottshall_using his laptop900 keynote gottshall_using his laptop
900 keynote gottshall_using his laptop
Rising Media, Inc.
 

More from Rising Media, Inc. (20)

1415 track 1 wu_using his laptop
1415 track 1 wu_using his laptop1415 track 1 wu_using his laptop
1415 track 1 wu_using his laptop
 
Matt gershoff
Matt gershoffMatt gershoff
Matt gershoff
 
Keynote adam greco
Keynote adam grecoKeynote adam greco
Keynote adam greco
 
1620 keynote olson_using our laptop
1620 keynote olson_using our laptop1620 keynote olson_using our laptop
1620 keynote olson_using our laptop
 
1530 track 2 stuart_using our laptop
1530 track 2 stuart_using our laptop1530 track 2 stuart_using our laptop
1530 track 2 stuart_using our laptop
 
1530 track 1 fader_using our laptop
1530 track 1 fader_using our laptop1530 track 1 fader_using our laptop
1530 track 1 fader_using our laptop
 
1415 track 2 richardson
1415 track 2 richardson1415 track 2 richardson
1415 track 2 richardson
 
1215 daa lunch owusu_using our laptop
1215 daa lunch owusu_using our laptop1215 daa lunch owusu_using our laptop
1215 daa lunch owusu_using our laptop
 
1215 daa lunch a bos intro slides_using our laptop
1215 daa lunch a bos intro slides_using our laptop1215 daa lunch a bos intro slides_using our laptop
1215 daa lunch a bos intro slides_using our laptop
 
915 e metrics_claudia perlich
915 e metrics_claudia perlich915 e metrics_claudia perlich
915 e metrics_claudia perlich
 
855 sponsor movassate_using our laptop
855 sponsor movassate_using our laptop855 sponsor movassate_using our laptop
855 sponsor movassate_using our laptop
 
1615 plack using our laptop
1615 plack using our laptop1615 plack using our laptop
1615 plack using our laptop
 
1530 rimmele do not share
1530 rimmele do not share1530 rimmele do not share
1530 rimmele do not share
 
1000 kondic do not share
1000 kondic do not share1000 kondic do not share
1000 kondic do not share
 
Stephen morse sharable
Stephen morse sharableStephen morse sharable
Stephen morse sharable
 
Elder shareable
Elder shareableElder shareable
Elder shareable
 
1115 ramirez using our laptop
1115 ramirez using our laptop1115 ramirez using our laptop
1115 ramirez using our laptop
 
1000 grandy using our laptop
1000 grandy using our laptop1000 grandy using our laptop
1000 grandy using our laptop
 
940 sponsor kallakuri_do not share
940 sponsor kallakuri_do not share940 sponsor kallakuri_do not share
940 sponsor kallakuri_do not share
 
900 keynote gottshall_using his laptop
900 keynote gottshall_using his laptop900 keynote gottshall_using his laptop
900 keynote gottshall_using his laptop
 

Recently uploaded

FP Growth Algorithm and its Applications
FP Growth Algorithm and its ApplicationsFP Growth Algorithm and its Applications
FP Growth Algorithm and its Applications
MaleehaSheikh2
 
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Subhajit Sahu
 
一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单
ewymefz
 
一比一原版(YU毕业证)约克大学毕业证成绩单
一比一原版(YU毕业证)约克大学毕业证成绩单一比一原版(YU毕业证)约克大学毕业证成绩单
一比一原版(YU毕业证)约克大学毕业证成绩单
enxupq
 
一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单
一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单
一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单
vcaxypu
 
Tabula.io Cheatsheet: automate your data workflows
Tabula.io Cheatsheet: automate your data workflowsTabula.io Cheatsheet: automate your data workflows
Tabula.io Cheatsheet: automate your data workflows
alex933524
 
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
ukgaet
 
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Subhajit Sahu
 
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdfCriminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP
 
Sample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdf
Sample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdfSample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdf
Sample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdf
Linda486226
 
一比一原版(QU毕业证)皇后大学毕业证成绩单
一比一原版(QU毕业证)皇后大学毕业证成绩单一比一原版(QU毕业证)皇后大学毕业证成绩单
一比一原版(QU毕业证)皇后大学毕业证成绩单
enxupq
 
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
Tiktokethiodaily
 
一比一原版(UofM毕业证)明尼苏达大学毕业证成绩单
一比一原版(UofM毕业证)明尼苏达大学毕业证成绩单一比一原版(UofM毕业证)明尼苏达大学毕业证成绩单
一比一原版(UofM毕业证)明尼苏达大学毕业证成绩单
ewymefz
 
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdfCriminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP
 
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
axoqas
 
Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)
TravisMalana
 
tapal brand analysis PPT slide for comptetive data
tapal brand analysis PPT slide for comptetive datatapal brand analysis PPT slide for comptetive data
tapal brand analysis PPT slide for comptetive data
theahmadsaood
 
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单
ewymefz
 
一比一原版(CU毕业证)卡尔顿大学毕业证成绩单
一比一原版(CU毕业证)卡尔顿大学毕业证成绩单一比一原版(CU毕业证)卡尔顿大学毕业证成绩单
一比一原版(CU毕业证)卡尔顿大学毕业证成绩单
yhkoc
 
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
nscud
 

Recently uploaded (20)

FP Growth Algorithm and its Applications
FP Growth Algorithm and its ApplicationsFP Growth Algorithm and its Applications
FP Growth Algorithm and its Applications
 
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
 
一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单
 
一比一原版(YU毕业证)约克大学毕业证成绩单
一比一原版(YU毕业证)约克大学毕业证成绩单一比一原版(YU毕业证)约克大学毕业证成绩单
一比一原版(YU毕业证)约克大学毕业证成绩单
 
一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单
一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单
一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单
 
Tabula.io Cheatsheet: automate your data workflows
Tabula.io Cheatsheet: automate your data workflowsTabula.io Cheatsheet: automate your data workflows
Tabula.io Cheatsheet: automate your data workflows
 
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
 
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
 
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdfCriminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdf
 
Sample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdf
Sample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdfSample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdf
Sample_Global Non-invasive Prenatal Testing (NIPT) Market, 2019-2030.pdf
 
一比一原版(QU毕业证)皇后大学毕业证成绩单
一比一原版(QU毕业证)皇后大学毕业证成绩单一比一原版(QU毕业证)皇后大学毕业证成绩单
一比一原版(QU毕业证)皇后大学毕业证成绩单
 
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
 
一比一原版(UofM毕业证)明尼苏达大学毕业证成绩单
一比一原版(UofM毕业证)明尼苏达大学毕业证成绩单一比一原版(UofM毕业证)明尼苏达大学毕业证成绩单
一比一原版(UofM毕业证)明尼苏达大学毕业证成绩单
 
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdfCriminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdf
 
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
 
Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)
 
tapal brand analysis PPT slide for comptetive data
tapal brand analysis PPT slide for comptetive datatapal brand analysis PPT slide for comptetive data
tapal brand analysis PPT slide for comptetive data
 
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单
 
一比一原版(CU毕业证)卡尔顿大学毕业证成绩单
一比一原版(CU毕业证)卡尔顿大学毕业证成绩单一比一原版(CU毕业证)卡尔顿大学毕业证成绩单
一比一原版(CU毕业证)卡尔顿大学毕业证成绩单
 
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
 

905 keynote peele_using our laptop