Envisioning Webinar Real-World Applications.pptx...
Transcript of Envisioning Webinar Real-World Applications.pptx...
![Page 1: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/1.jpg)
![Page 2: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/2.jpg)
9/12/17 – Building Data Acumen
9/19/17 – Incorporating Real-World Applications
9/26/17 – Faculty Training and Curriculum Development
10/3/17 – Communication Skills and Teamwork
10/10/17 – Inter-Departmental Collaboration and Institutional Organization
10/17/17 – Ethics
10/24/17 – Assessment and Evaluation for Data Science Programs
11/7/17 – Diversity, Inclusion, and Increasing Participation
11/14/17 – Two-Year Colleges and Institutional Partnerships
Provide input and learn more about the study at
www.nas.edu/EnvisioningDS 2
(recording posted)
![Page 3: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/3.jpg)
Provide input and learn more about the study at www.nas.edu/EnvisioningDS
Incorporating Real-World Applications
Cláudio T. Silva, New York UniversityProfessor of computer science
and engineering and data science
Sears Merritt, MassMutual Financial GroupChief Data Scientist and head of
Data Science & Advanced Analytics at MassMutual Financial Group
3
![Page 4: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/4.jpg)
Provide input and learn more about the study at www.nas.edu/EnvisioningDS
Incorporating Real-World Applications
Cláudio T. Silva, New York UniversityProfessor of computer science
and engineering and data science
4
Using Urban and Sports Data in
Student Projects
![Page 5: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/5.jpg)
Using Urban and Sports Data in Student Projects
Claudio T. SilvaTandon School of Engineering
Center for Data ScienceCenter for Urban Science + Progress
Courant Institute for Mathematical SciencesNew York University
Joint work with Juliana Freire, Huy Vo, Harish Doraiswamy, Carlos Dietrich,Fernando Chirigati, Theo Damoulas, Nivan Ferreira, Masayo Otta, Kien Pham, Jorge
Poco, Luciano Barbosa, Marcos Vieira, Marcos Lage, Joao Comba, Luis Gustavo Nonato, Luc
Wilson, Heidi Werner, Muchan Park, Jonathas Costa, and many others
Funded by grants/gifts from NSF, NASA, DOE, Moore and Sloan Foundations, MLB.com, DARPA, AT&T, NVIDIA, and IBM
5
![Page 6: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/6.jpg)
Data Science Applications - I Modeling the Spread of
Invasive SpeciesClimate Data Analysis
VisTrails — www.vistrails.org
6
![Page 7: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/7.jpg)
Infrastructure Environment People
Urban ApplicationsSports Data Analytics
Data Science Applications - II
7
![Page 8: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/8.jpg)
Infrastructure Environment People
Urban ApplicationsSports Data Analytics
Data Science Applications - II
Applications in these areas are attractive to students since data is closer to their interests and they can tap into their personal experiences 8
![Page 9: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/9.jpg)
Urban Data
• Many data sets available• Trend: cities are opening
their data• Study: 20 cities in North
America, 9,000 data sets• Investigated– Nature of the data– Opportunities for
integration[Barbosa et al., Big Data 2014]
https://github.com/ViDA-NYU/urban-data-study 9
![Page 12: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/12.jpg)
12
![Page 13: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/13.jpg)
NYC Taxi Data
• It is relatively big: ~500k trips/day - several hundred million trips in 5 years
• … and relatively complex: – spatio-temporal: pick up + drop off– trip attributes: e.g., distance traveled, cost, tip
• Many data slices to examine
13
![Page 14: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/14.jpg)
NYC Taxis
• Taxis are sensors that can provide unprecedented insight into city life: economic activity, human behavior, mobility patterns, …
“How the taxi fleet activity varies during weekdays?’’“What is the average trip time from Midtown to the airports during
weekdays?'’ “How was activity in Midtown affected during a presidential visit?'’“How did the movement patterns change during Sandy?”“Where are the popular night spots?”
14
![Page 15: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/15.jpg)
Exploring Urban Data: NYC Taxis
8-9am 9-10am 10-11am7-8am15
![Page 16: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/16.jpg)
Looking at NYC Taxi Records
https://github.com/ViDA-NYU/TaxiVis
[Ferreira et al., IEEE TVCG 2013] 16
![Page 17: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/17.jpg)
TaxiVis: Comparing Neighborhoods
17
![Page 18: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/18.jpg)
Time Exploration
18
![Page 19: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/19.jpg)
Dropoffs Before vs. After Work
19
![Page 20: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/20.jpg)
Night Life Saturday vs. Monday
![Page 21: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/21.jpg)
A Taxi over 24 hours
https://serv.cusp.nyu.edu/files/hvo/cab_hired_empty.mp4 21
![Page 22: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/22.jpg)
Student Course Projects
22
![Page 23: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/23.jpg)
https://www.nytimes.com/interactive/2016/12/21/upshot/Mapping-the-Shadows-of-New-York-City.html?mcubz=0
Projects with 3D data
[Ferreira et al., IEEE VAST 2015]
23
![Page 24: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/24.jpg)
https://wp.nyu.edu/sonyc/
Projects with other data modalities, e.g., sound
24
![Page 26: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/26.jpg)
Provide input and learn more about the study at www.nas.edu/EnvisioningDS
Incorporating Real-World Applications
Cláudio T. Silva, New York UniversityProfessor of computer science
and engineering and data science
26
Using Urban and Sports Data in
Student Projects
Q&A
![Page 27: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/27.jpg)
Provide input and learn more about the study at www.nas.edu/EnvisioningDS
Incorporating Real-World Applications
Sears Merritt, MassMutual Financial GroupChief Data Scientist and head of
Data Science & Advanced Analytics at MassMutual Financial Group
27
Building a talent pipeline through a strategic career development program &
academic-industrial partnerships
![Page 28: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/28.jpg)
Building a talent pipeline
Academic Partnerships
Year 3: Leading a Project• Complete coursework• Identify problem in business• Scope and assess value• Executed with junior member• Defend project
Year 2: Communicating Results • Participate in 2 projects• Continue course work• Defend results
Year 1: Portfolio Assembly• Enroll in MS program• Participate in 2 projects
Junior Data Scientist Lead Data
ScientistData
ScientistSenior Data
Scientist
Development Program• Support creation of
undergraduate programs
• Blend academic rigor with industry application
• Integrate academic approach to development
Research and Senior Talent• Senior data science talent
generation• Collaborative research
opportunities
28
![Page 29: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/29.jpg)
Provide input and learn more about the study at www.nas.edu/EnvisioningDS
Incorporating Real-World Applications – Q&A
Cláudio T. Silva, New York UniversityProfessor of computer science
and engineering and data science
Sears Merritt, MassMutual Financial GroupChief Data Scientist and head of
Data Science & Advanced Analytics at MassMutual Financial Group
29
![Page 30: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/30.jpg)
9/12/17 – Building Data Acumen
9/19/17 – Incorporating Real-World Applications
9/26/17 – Faculty Training and Curriculum Development
10/3/17 – Communication Skills and Teamwork
10/10/17 – Inter-Departmental Collaboration and Institutional Organization
10/17/17 – Ethics
10/24/17 – Assessment and Evaluation for Data Science Programs
11/7/17 – Diversity, Inclusion, and Increasing Participation
11/14/17 – Two-Year Colleges and Institutional Partnerships
Provide input and learn more about the study at
www.nas.edu/EnvisioningDS 30
(recording posted)
![Page 31: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/31.jpg)
![Page 32: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/32.jpg)
9/12/17 – Building Data Acumen
9/19/17 – Incorporating Real-World Applications
9/26/17 – Faculty Training and Curriculum Development
10/3/17 – Communication Skills and Teamwork
10/10/17 – Inter-Departmental Collaboration and Institutional Organization
10/17/17 – Ethics
10/24/17 – Assessment and Evaluation for Data Science Programs
11/7/17 – Diversity, Inclusion, and Increasing Participation
11/14/17 – Two-Year Colleges and Institutional Partnerships
Provide input and learn more about the study at
www.nas.edu/EnvisioningDS 2
(recording posted)
![Page 33: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/33.jpg)
Provide input and learn more about the study at www.nas.edu/EnvisioningDS
Incorporating Real-World Applications
Cláudio T. Silva, New York UniversityProfessor of computer science
and engineering and data science
Sears Merritt, MassMutual Financial GroupChief Data Scientist and head of
Data Science & Advanced Analytics at MassMutual Financial Group
3
![Page 34: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/34.jpg)
Provide input and learn more about the study at www.nas.edu/EnvisioningDS
Incorporating Real-World Applications
Cláudio T. Silva, New York UniversityProfessor of computer science
and engineering and data science
4
Using Urban and Sports Data in
Student Projects
![Page 35: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/35.jpg)
Using Urban and Sports Data in Student Projects
Claudio T. SilvaTandon School of Engineering
Center for Data ScienceCenter for Urban Science + Progress
Courant Institute for Mathematical SciencesNew York University
Joint work with Juliana Freire, Huy Vo, Harish Doraiswamy, Carlos Dietrich,Fernando Chirigati, Theo Damoulas, Nivan Ferreira, Masayo Otta, Kien Pham, Jorge
Poco, Luciano Barbosa, Marcos Vieira, Marcos Lage, Joao Comba, Luis Gustavo Nonato, Luc
Wilson, Heidi Werner, Muchan Park, Jonathas Costa, and many others
Funded by grants/gifts from NSF, NASA, DOE, Moore and Sloan Foundations, MLB.com, DARPA, AT&T, NVIDIA, and IBM
5
![Page 36: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/36.jpg)
Data Science Applications - I Modeling the Spread of
Invasive SpeciesClimate Data Analysis
VisTrails — www.vistrails.org
6
![Page 37: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/37.jpg)
Infrastructure Environment People
Urban ApplicationsSports Data Analytics
Data Science Applications - II
7
![Page 38: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/38.jpg)
Infrastructure Environment People
Urban ApplicationsSports Data Analytics
Data Science Applications - II
Applications in these areas are attractive to students since data is closer to their interests and they can tap into their personal experiences 8
![Page 39: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/39.jpg)
Urban Data
• Many data sets available• Trend: cities are opening
their data• Study: 20 cities in North
America, 9,000 data sets• Investigated– Nature of the data– Opportunities for
integration[Barbosa et al., Big Data 2014]
https://github.com/ViDA-NYU/urban-data-study 9
![Page 42: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/42.jpg)
12
![Page 43: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/43.jpg)
NYC Taxi Data
• It is relatively big: ~500k trips/day - several hundred million trips in 5 years
• … and relatively complex: – spatio-temporal: pick up + drop off– trip attributes: e.g., distance traveled, cost, tip
• Many data slices to examine
13
![Page 44: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/44.jpg)
NYC Taxis
• Taxis are sensors that can provide unprecedented insight into city life: economic activity, human behavior, mobility patterns, …
“How the taxi fleet activity varies during weekdays?’’“What is the average trip time from Midtown to the airports during
weekdays?'’ “How was activity in Midtown affected during a presidential visit?'’“How did the movement patterns change during Sandy?”“Where are the popular night spots?”
14
![Page 45: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/45.jpg)
Exploring Urban Data: NYC Taxis
8-9am 9-10am 10-11am7-8am15
![Page 46: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/46.jpg)
Looking at NYC Taxi Records
https://github.com/ViDA-NYU/TaxiVis
[Ferreira et al., IEEE TVCG 2013] 16
![Page 47: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/47.jpg)
TaxiVis: Comparing Neighborhoods
17
![Page 48: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/48.jpg)
Time Exploration
18
![Page 49: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/49.jpg)
Dropoffs Before vs. After Work
19
![Page 50: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/50.jpg)
Night Life Saturday vs. Monday
![Page 51: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/51.jpg)
A Taxi over 24 hours
https://serv.cusp.nyu.edu/files/hvo/cab_hired_empty.mp4 21
![Page 52: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/52.jpg)
Student Course Projects
22
![Page 53: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/53.jpg)
https://www.nytimes.com/interactive/2016/12/21/upshot/Mapping-the-Shadows-of-New-York-City.html?mcubz=0
Projects with 3D data
[Ferreira et al., IEEE VAST 2015]
23
![Page 54: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/54.jpg)
https://wp.nyu.edu/sonyc/
Projects with other data modalities, e.g., sound
24
![Page 56: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/56.jpg)
Provide input and learn more about the study at www.nas.edu/EnvisioningDS
Incorporating Real-World Applications
Cláudio T. Silva, New York UniversityProfessor of computer science
and engineering and data science
26
Using Urban and Sports Data in
Student Projects
Q&A
![Page 57: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/57.jpg)
Provide input and learn more about the study at www.nas.edu/EnvisioningDS
Incorporating Real-World Applications
Sears Merritt, MassMutual Financial GroupChief Data Scientist and head of
Data Science & Advanced Analytics at MassMutual Financial Group
27
Building a talent pipeline through a strategic career development program &
academic-industrial partnerships
![Page 58: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/58.jpg)
Building a talent pipeline
Academic Partnerships
Year 3: Leading a Project• Complete coursework• Identify problem in business• Scope and assess value• Executed with junior member• Defend project
Year 2: Communicating Results • Participate in 2 projects• Continue course work• Defend results
Year 1: Portfolio Assembly• Enroll in MS program• Participate in 2 projects
Junior Data Scientist Lead Data
ScientistData
ScientistSenior Data
Scientist
Development Program• Support creation of
undergraduate programs
• Blend academic rigor with industry application
• Integrate academic approach to development
Research and Senior Talent• Senior data science talent
generation• Collaborative research
opportunities
28
![Page 59: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/59.jpg)
Provide input and learn more about the study at www.nas.edu/EnvisioningDS
Incorporating Real-World Applications – Q&A
Cláudio T. Silva, New York UniversityProfessor of computer science
and engineering and data science
Sears Merritt, MassMutual Financial GroupChief Data Scientist and head of
Data Science & Advanced Analytics at MassMutual Financial Group
29
![Page 60: Envisioning Webinar Real-World Applications.pptx [Read-Only]sites.nationalacademies.org/cs/groups/cstbsite/documents/webpage… · 9/12/17 –Building Data Acumen 9/19/17 –Incorporating](https://reader033.fdocuments.net/reader033/viewer/2022052105/603ff408e00e007a2f365915/html5/thumbnails/60.jpg)
9/12/17 – Building Data Acumen
9/19/17 – Incorporating Real-World Applications
9/26/17 – Faculty Training and Curriculum Development
10/3/17 – Communication Skills and Teamwork
10/10/17 – Inter-Departmental Collaboration and Institutional Organization
10/17/17 – Ethics
10/24/17 – Assessment and Evaluation for Data Science Programs
11/7/17 – Diversity, Inclusion, and Increasing Participation
11/14/17 – Two-Year Colleges and Institutional Partnerships
Provide input and learn more about the study at
www.nas.edu/EnvisioningDS 30
(recording posted)