SlideShare a Scribd company logo
1 of 80
The Promise of Open Data:
Business, Government, Consumers, and Tech

joel@OpenDataNow.com
January 23, 2014
Setting the Stage
My Journey Through the Datasphere

2
Setting the Stage

The GovLab’s Central Hypothesis
When governments and institutions open
themselves to diverse participation and
collaborative problem-solving, and partner
with citizens to make decisions, they are more
effective and legitimate.
Setting the Stage

To achieve collaborative democracy, we must
open up how government institutions work. We
study three paradigms:
1. Sharing Responsibility
2. Getting Knowledge and Expertise In
3. Getting Open Data Out
Setting the Stage

Open Data: Accessible, public data that
people, companies, and organizations
can use to launch new ventures, analyze
patterns and trends, make data-driven
decisions, and solve complex problems.

5
Setting the Stage
Open Data Changes the World For:
•
•
•
•
•
•
•

Entrepreneurs
Established businesses
Governments
Investors
Scientists
Journalists
Consumers

6
Setting the Stage

What Open Data Isn’t

• Big Data ≠ Open Data ≠ Open
Government
• Big Data: Really, really big datasets
• Open Government:
Transparency, participation, collaborati
on – with or without data

7
Setting the Stage

8
Nine Open Data Trends
1. Liberating Government Data
2. Driving Business Growth
3. Smart Disclosure for Consumer Choice
4. Smarter Investors and Better Companies
5. Open Data Shapes Reputation and Brands
6. Finding New Value in Personal Data
7. The Open Research Lab
8. Data-Driven Cities
9. Learning to Live in a See-Through World
1. Liberating Government Data
Government Data
Open Data Becomes a Priority

[Open Data is] going to help launch more
businesses. . . . It’s going to help more
entrepreneurs come up with products and
services that we haven’t even imagined yet.

President Barack Obama

12
1. Government Data
Federal Data Today

13
Government Data
The New Open Data Policy
•
•
•
•
•

“Presumption of openness”
Machine-readable
Reusable
Timely
Developed with consultation

14
Government Data
They Agree On – The DATA Act

15
2. Driving Business Growth
Driving Business Growth
Open Data Fuels Businesses in All Sectors

Health

Education

Financial Services

Energy Use

Transportation
17
Driving Business Growth
What’s the Value of Open Data?
•
•
•
•
•
•

McKinsey study: $3 trillion annually worldwide
30 to 140 billion euros for Europe’s public sector data
2 to 9 billion British pounds
$30 billion for U.S. weather data
Tens of billions for U.S. GPS data
Hundreds of billions for U.S. health data

18
Driving Business Growth
From Weather Insurance to Green Revolution

Climate Corporation offices in San Francisco
19
Driving Business Growth
Healthcare: The Next Big Frontier?

20
Driving Business Growth

21
Driving Business Growth
Data for Energy Savings

Ogi Kavazovic, VP Marketing & Strategy
22
Driving Business Growth
Managing Open Data: A Winning Strategy

23
3. Smart Disclosure for Consumer Choice
Smart Disclosure for Consumer Choice

Cass Sunstein, Harvard Law School
25
Smart Disclosure for Consumer Choice

26
Smart Disclosure for Consumer Choice

27
Smart Disclosure: Changing Consumer Behavior

28
Smart Disclosure for Consumer Choice
Using Open Data Today: A Kayak for Everything

29
Smart Disclosure for Consumer Choice

Help for K-12 Households

Bill Jackson, CEO
30
Smart Disclosure for Consumer Choice
UK Success: Compare the Meerkat

Aleksandr Orlov, Spokesmeerkat
31
4. Smarter Investors and Better Companies
Smarter Investors, Better Companies
40K Public Companies, Updated Daily

33
Smarter Investors, Better Companies
Bridging the $250B Trust Gap

Damian Kimmelman and Justin Fitzpatrick, Duedil
34
Smarter Investors, Better Companies
The Rise of Sustainability Data

Paul Polman, CEO
35
Smarter Investors, Better Companies
$87 Trillion Says It Matters

36
Smarter Investors, Better Companies
Consumer Data Drives Corporate Concern

Dara O’Rourke, Founder/CEO
37
5. Open Data Shapes Reputation and Brands
Reputation and Brands
Social Media: 2 Billion Tweets a Week

39
Reputation and Brands
The Reputation Police

Michael Fertik, CEO
40
Reputation and Brands
Sentiment Analysis: Emotion Meets Computation

41
Reputation and Brands
Open Data from Consumer Complaints

Courtney Powell and A.J. Fouty, cofounders
42
Reputation and Brands

43
Reputation and Brands

44
Smarter Investors, Better Companies

45
6. Finding New Value in Personal Data
Personal Data
Protect Your Privacy: Got a Month?

47
Personal Data
Data Vaults for Vendor Relationship Management

48
Personal Data
What’s a Customer Worth?

49
Personal Data

• Sharing personal data for public good
• Pulse Point: “Enabling Citizen Superheroes”

50
7. The Open Research Lab
Open Research
Collaborative Intelligence: Gamers Turn to AIDS Research

52
Open Research
Patients Insist on Open Science

“If patients knew [how research works], they
would be beside themselves. The system is
really, really broken.”

Kathy Giusti, CEO, Multiple Myeloma Research
53
Open Research
Tapping the Crowd with 800K Volunteers

Robert Simpson, Oxford Zooniverse Team
54
Open Research
Satellites for the Environment

55
Open Research

56
8. Data-Driven Cities
Data-Driven Cities

58
Data-Driven Cities

How Wired Cities Use New Data
• Optimize operations
• Monitor infrastructure conditions
• Plan infrastructure
• Public health
• Emergency management

59
Data-Driven Cities

•
•
•
•

Metro Chicago Data
New York: The Mayor’s Geek Squad
Code for Philly
Palo Alto’s open finances

60
Data-Driven Cities
City Data: Next Bus for Commuters
Data-Driven Cities
Sim City Meets Participatory Budgeting
Data-Driven Cities
Urban Coding: Volunteers, Hackathons, Idea-a-Thons
• Code for America: Peace Corps of Geeks
• FCC: Apps for Communities
• The NYU Experience: Hackers meet policymakers to solve
problems
– Bus safety
– Illegal apartment conversions
– Price gouging in Newark

63
Data-Driven Cities
DC’s Experiment: A City Report Card

Washington Mayor Vincent Gray
64
9. Learning to Live in a See-Through World
See-Through World
Sunlight: Congress, Cronyism, and Campaign Finance

Ellen Miller, executive director
66
See-Through World
ProPublica: New Data-Driven Journalism

67
See-Through World
Fighting Corruption with Crowdsourcing

68
Open Data 500: Studying Its Value
Studying the Value of Open Data

70
Studying the Value of Open Data
Open Data 500: Assessing the Value Rigorously
• Criteria:
– U.S. based
– National or regional scale (mostly federal data)
– Open Data must be key to business

•
•
•
•

Almost 400 companies contacted so far
Wide range of sectors covered
Partnering with Open Data Institute to replicate in the U.K.
Interest from 15 other countries at Open Government
Partnership

www.OpenData500.com
71
What Are the Lessons?
9. What Are the Lessons?
For Business: Established Companies
•
•
•
•
•
•
•

Use Open Data to evaluate business partners
Use new sources of data on potential investments
Give customers their data back to build loyalty
Release and use environmental, social, governance data
Use Open Data for collaborative R&D
Learn to operate in a see-through world
Monitor the social web for brand-building and “social
customer service”

73
9. What Are the Lessons?
For Business: Entrepreneurs
• Use Open Data as a new resource for business development
• Focus on big opportunities:
health, finance, energy, education
• Explore choice engines and Smart Disclosure apps
• Help consumers tap the value of personal data
• Provide new data solutions to government and business

74
9. What Are the Lessons?
For Government:
•
•
•
•
•
•

Make Open Data a tool for transparency
Regulators: Improve markets by requiring Open Data
Use customer complaints as a form of Open Data
Share and mash-up data between agencies
Pass new legislation on personal data and privacy
Make government-funded research data as open as possible

75
For More Information
For More Information
Wiki: thegovlab.org/wiki/main_page/
Digest: thegovlab.org/govlab-digest/

77
For More Information
Learn about Open Data at OpenDataNow.com

78
For More Information
New Book: Published Jan. 2014 in Hardcover and e-book

79
The Promise of Open Data:
Business, Government, Consumers, and Tech

joel@OpenDataNow.com
January 23, 2014

More Related Content

What's hot

Big Data in Malaysia: Emerging Sector Profile 2014
Big Data in Malaysia: Emerging Sector Profile 2014Big Data in Malaysia: Emerging Sector Profile 2014
Big Data in Malaysia: Emerging Sector Profile 2014
Tirath Ramdas
 
McKinsey Global Institute - Big data: The next frontier for innovation, compe...
McKinsey Global Institute - Big data: The next frontier for innovation, compe...McKinsey Global Institute - Big data: The next frontier for innovation, compe...
McKinsey Global Institute - Big data: The next frontier for innovation, compe...
Path of the Blue Eye Project
 

What's hot (20)

Big Data in Malaysia: Emerging Sector Profile 2014
Big Data in Malaysia: Emerging Sector Profile 2014Big Data in Malaysia: Emerging Sector Profile 2014
Big Data in Malaysia: Emerging Sector Profile 2014
 
R A Longhorn Presentation at Taiwan Open Data Forum, Taipei, 9 July 2014
R A Longhorn Presentation at Taiwan Open Data Forum, Taipei, 9 July 2014R A Longhorn Presentation at Taiwan Open Data Forum, Taipei, 9 July 2014
R A Longhorn Presentation at Taiwan Open Data Forum, Taipei, 9 July 2014
 
Public policy in the ‘big data’ age: Roeland Beerten presentation
Public policy in the ‘big data’ age: Roeland Beerten presentationPublic policy in the ‘big data’ age: Roeland Beerten presentation
Public policy in the ‘big data’ age: Roeland Beerten presentation
 
Big Data: Smart Technologies Provide Big Opportunities
Big Data: Smart Technologies Provide Big OpportunitiesBig Data: Smart Technologies Provide Big Opportunities
Big Data: Smart Technologies Provide Big Opportunities
 
What is big data ? | Big Data Applications
What is big data ? | Big Data ApplicationsWhat is big data ? | Big Data Applications
What is big data ? | Big Data Applications
 
McKinsey Global Institute - Big data: The next frontier for innovation, compe...
McKinsey Global Institute - Big data: The next frontier for innovation, compe...McKinsey Global Institute - Big data: The next frontier for innovation, compe...
McKinsey Global Institute - Big data: The next frontier for innovation, compe...
 
Societal Impact of Applied Data Science on the Big Data Stack
Societal Impact of Applied Data Science on the Big Data StackSocietal Impact of Applied Data Science on the Big Data Stack
Societal Impact of Applied Data Science on the Big Data Stack
 
Open Data and the Private Sector
Open Data and the Private SectorOpen Data and the Private Sector
Open Data and the Private Sector
 
Improving Innovation Through Open Data - Construction Excellence Annual Confe...
Improving Innovation Through Open Data - Construction Excellence Annual Confe...Improving Innovation Through Open Data - Construction Excellence Annual Confe...
Improving Innovation Through Open Data - Construction Excellence Annual Confe...
 
WCIT 2014 Andrew Stott - Implementing a successful government open data program
WCIT 2014 Andrew Stott - Implementing a successful government open data programWCIT 2014 Andrew Stott - Implementing a successful government open data program
WCIT 2014 Andrew Stott - Implementing a successful government open data program
 
Leveraging Service Computing and Big Data Analytics for E-Commerce
Leveraging Service Computing and Big Data Analytics for E-CommerceLeveraging Service Computing and Big Data Analytics for E-Commerce
Leveraging Service Computing and Big Data Analytics for E-Commerce
 
Fun Facts about Big Data
Fun Facts about Big DataFun Facts about Big Data
Fun Facts about Big Data
 
Using Big Data for Product & Service Innovation
Using Big Data for Product & Service InnovationUsing Big Data for Product & Service Innovation
Using Big Data for Product & Service Innovation
 
Implementing a successful Open Government Data programme
Implementing a successful Open Government Data programmeImplementing a successful Open Government Data programme
Implementing a successful Open Government Data programme
 
How software is transforming the u.s. economy 080517
How software is transforming the u.s. economy 080517How software is transforming the u.s. economy 080517
How software is transforming the u.s. economy 080517
 
Public policy in the ‘big data’ age: Gavin Freeguard introduction
Public policy in the ‘big data’ age: Gavin Freeguard introductionPublic policy in the ‘big data’ age: Gavin Freeguard introduction
Public policy in the ‘big data’ age: Gavin Freeguard introduction
 
Importance of Data Analytics
 Importance of Data Analytics Importance of Data Analytics
Importance of Data Analytics
 
National Big Data Analytics (BDA) Initiative - //bina/ 2014 conference
National Big Data Analytics (BDA) Initiative - //bina/ 2014 conferenceNational Big Data Analytics (BDA) Initiative - //bina/ 2014 conference
National Big Data Analytics (BDA) Initiative - //bina/ 2014 conference
 
NETFLIX (BIG DATA ANALYTICS )
NETFLIX (BIG DATA ANALYTICS )NETFLIX (BIG DATA ANALYTICS )
NETFLIX (BIG DATA ANALYTICS )
 
The BYTE Project
The BYTE Project The BYTE Project
The BYTE Project
 

Viewers also liked

Streaming Python on Hadoop
Streaming Python on HadoopStreaming Python on Hadoop
Streaming Python on Hadoop
Vivian S. Zhang
 
Max Kuhn's talk on R machine learning
Max Kuhn's talk on R machine learningMax Kuhn's talk on R machine learning
Max Kuhn's talk on R machine learning
Vivian S. Zhang
 
Introducing natural language processing(NLP) with r
Introducing natural language processing(NLP) with rIntroducing natural language processing(NLP) with r
Introducing natural language processing(NLP) with r
Vivian S. Zhang
 

Viewers also liked (18)

Data Science Academy Student Demo day--Moyi Dang, Visualizing global public c...
Data Science Academy Student Demo day--Moyi Dang, Visualizing global public c...Data Science Academy Student Demo day--Moyi Dang, Visualizing global public c...
Data Science Academy Student Demo day--Moyi Dang, Visualizing global public c...
 
THE HACK ON JERSEY CITY CONDO PRICES explore trends in public data
THE HACK ON JERSEY CITY CONDO PRICES explore trends in public dataTHE HACK ON JERSEY CITY CONDO PRICES explore trends in public data
THE HACK ON JERSEY CITY CONDO PRICES explore trends in public data
 
Data Science Academy Student Demo day--Divyanka Sharma, Businesses in nyc
Data Science Academy Student Demo day--Divyanka Sharma, Businesses in nycData Science Academy Student Demo day--Divyanka Sharma, Businesses in nyc
Data Science Academy Student Demo day--Divyanka Sharma, Businesses in nyc
 
Data Science Academy Student Demo day--Richard Sheng, kinvolved school attend...
Data Science Academy Student Demo day--Richard Sheng, kinvolved school attend...Data Science Academy Student Demo day--Richard Sheng, kinvolved school attend...
Data Science Academy Student Demo day--Richard Sheng, kinvolved school attend...
 
Nycdsa ml conference slides march 2015
Nycdsa ml conference slides march 2015 Nycdsa ml conference slides march 2015
Nycdsa ml conference slides march 2015
 
Data Science Academy Student Demo day--Chang Wang, dogs breeds in nyc
Data Science Academy Student Demo day--Chang Wang, dogs breeds in nycData Science Academy Student Demo day--Chang Wang, dogs breeds in nyc
Data Science Academy Student Demo day--Chang Wang, dogs breeds in nyc
 
Hack session for NYTimes Dialect Map Visualization( developed by R Shiny)
 Hack session for NYTimes Dialect Map Visualization( developed by R Shiny) Hack session for NYTimes Dialect Map Visualization( developed by R Shiny)
Hack session for NYTimes Dialect Map Visualization( developed by R Shiny)
 
Streaming Python on Hadoop
Streaming Python on HadoopStreaming Python on Hadoop
Streaming Python on Hadoop
 
Open data now english
Open data now englishOpen data now english
Open data now english
 
Using Machine Learning to aid Journalism at the New York Times
Using Machine Learning to aid Journalism at the New York TimesUsing Machine Learning to aid Journalism at the New York Times
Using Machine Learning to aid Journalism at the New York Times
 
Nyc open-data-2015-andvanced-sklearn-expanded
Nyc open-data-2015-andvanced-sklearn-expandedNyc open-data-2015-andvanced-sklearn-expanded
Nyc open-data-2015-andvanced-sklearn-expanded
 
Bayesian models in r
Bayesian models in rBayesian models in r
Bayesian models in r
 
Data mining with caret package
Data mining with caret packageData mining with caret package
Data mining with caret package
 
Max Kuhn's talk on R machine learning
Max Kuhn's talk on R machine learningMax Kuhn's talk on R machine learning
Max Kuhn's talk on R machine learning
 
Introducing natural language processing(NLP) with r
Introducing natural language processing(NLP) with rIntroducing natural language processing(NLP) with r
Introducing natural language processing(NLP) with r
 
Kaggle Winning Solution Xgboost algorithm -- Let us learn from its author
Kaggle Winning Solution Xgboost algorithm -- Let us learn from its authorKaggle Winning Solution Xgboost algorithm -- Let us learn from its author
Kaggle Winning Solution Xgboost algorithm -- Let us learn from its author
 
Winning data science competitions, presented by Owen Zhang
Winning data science competitions, presented by Owen ZhangWinning data science competitions, presented by Owen Zhang
Winning data science competitions, presented by Owen Zhang
 
Xgboost
XgboostXgboost
Xgboost
 

Similar to Open data meetup nyc 1 23-14

About open data - general introduction for Building Enterprise project
About open data - general introduction for Building Enterprise projectAbout open data - general introduction for Building Enterprise project
About open data - general introduction for Building Enterprise project
buildingenterprise
 
Big Data & Business Analytics: Understanding the Marketspace
Big Data & Business Analytics: Understanding the MarketspaceBig Data & Business Analytics: Understanding the Marketspace
Big Data & Business Analytics: Understanding the Marketspace
Bala Iyer
 

Similar to Open data meetup nyc 1 23-14 (20)

Leading with Data: Boost Your ROI with Open and Big Data
Leading with Data: Boost Your ROI with Open and Big DataLeading with Data: Boost Your ROI with Open and Big Data
Leading with Data: Boost Your ROI with Open and Big Data
 
Launching the Open Data 500
Launching the Open Data 500Launching the Open Data 500
Launching the Open Data 500
 
The Health Datapalooza Story: Health Data Initiative
The Health Datapalooza Story: Health Data InitiativeThe Health Datapalooza Story: Health Data Initiative
The Health Datapalooza Story: Health Data Initiative
 
The health datapalooza story building an open data ecosystem for health
The health datapalooza story building an open data ecosystem for healthThe health datapalooza story building an open data ecosystem for health
The health datapalooza story building an open data ecosystem for health
 
About Open Data - a general introduction for the Building Enterprise project
About Open Data - a general introduction for the Building Enterprise projectAbout Open Data - a general introduction for the Building Enterprise project
About Open Data - a general introduction for the Building Enterprise project
 
About open data - general introduction for Building Enterprise project
About open data - general introduction for Building Enterprise projectAbout open data - general introduction for Building Enterprise project
About open data - general introduction for Building Enterprise project
 
FAO Open Data Nigeria
FAO Open Data NigeriaFAO Open Data Nigeria
FAO Open Data Nigeria
 
Introduction to the ODI NC
Introduction to the ODI NCIntroduction to the ODI NC
Introduction to the ODI NC
 
Industry 4.0 Plymouth Manufacturing Group
Industry 4.0 Plymouth Manufacturing Group Industry 4.0 Plymouth Manufacturing Group
Industry 4.0 Plymouth Manufacturing Group
 
The Open Data Institute at AnalyticsForward on March 14, 2015
The Open Data Institute at AnalyticsForward on March 14, 2015The Open Data Institute at AnalyticsForward on March 14, 2015
The Open Data Institute at AnalyticsForward on March 14, 2015
 
DELSA/GOV 3rd Health meeting - Barbara UBALDI
DELSA/GOV 3rd Health meeting - Barbara UBALDIDELSA/GOV 3rd Health meeting - Barbara UBALDI
DELSA/GOV 3rd Health meeting - Barbara UBALDI
 
Open data for UK public sector organisations
Open data for UK public sector organisationsOpen data for UK public sector organisations
Open data for UK public sector organisations
 
Big Data & Business Analytics: Understanding the Marketspace
Big Data & Business Analytics: Understanding the MarketspaceBig Data & Business Analytics: Understanding the Marketspace
Big Data & Business Analytics: Understanding the Marketspace
 
Big Data, Big Responsibilities
Big Data, Big ResponsibilitiesBig Data, Big Responsibilities
Big Data, Big Responsibilities
 
Open Government Data: What it is, Where it is Going, and the Opportunities fo...
Open Government Data: What it is, Where it is Going, and the Opportunities fo...Open Government Data: What it is, Where it is Going, and the Opportunities fo...
Open Government Data: What it is, Where it is Going, and the Opportunities fo...
 
Applications of Big Data
Applications of Big DataApplications of Big Data
Applications of Big Data
 
The Emerging Workforce Data Ecosystem: New Strategies, Partners & Tools Helpi...
The Emerging Workforce Data Ecosystem: New Strategies, Partners & Tools Helpi...The Emerging Workforce Data Ecosystem: New Strategies, Partners & Tools Helpi...
The Emerging Workforce Data Ecosystem: New Strategies, Partners & Tools Helpi...
 
Open Data and Apps
Open Data and AppsOpen Data and Apps
Open Data and Apps
 
OpenDataCourse-01-WhyOpenData
OpenDataCourse-01-WhyOpenDataOpenDataCourse-01-WhyOpenData
OpenDataCourse-01-WhyOpenData
 
Launch of ODI 2019 data trust pilots work
Launch of ODI 2019 data trust pilots workLaunch of ODI 2019 data trust pilots work
Launch of ODI 2019 data trust pilots work
 

More from Vivian S. Zhang

Wikipedia: Tuned Predictions on Big Data
Wikipedia: Tuned Predictions on Big DataWikipedia: Tuned Predictions on Big Data
Wikipedia: Tuned Predictions on Big Data
Vivian S. Zhang
 

More from Vivian S. Zhang (13)

Why NYC DSA.pdf
Why NYC DSA.pdfWhy NYC DSA.pdf
Why NYC DSA.pdf
 
Career services workshop- Roger Ren
Career services workshop- Roger RenCareer services workshop- Roger Ren
Career services workshop- Roger Ren
 
Nycdsa wordpress guide book
Nycdsa wordpress guide bookNycdsa wordpress guide book
Nycdsa wordpress guide book
 
We're so skewed_presentation
We're so skewed_presentationWe're so skewed_presentation
We're so skewed_presentation
 
Wikipedia: Tuned Predictions on Big Data
Wikipedia: Tuned Predictions on Big DataWikipedia: Tuned Predictions on Big Data
Wikipedia: Tuned Predictions on Big Data
 
A Hybrid Recommender with Yelp Challenge Data
A Hybrid Recommender with Yelp Challenge Data A Hybrid Recommender with Yelp Challenge Data
A Hybrid Recommender with Yelp Challenge Data
 
Kaggle Top1% Solution: Predicting Housing Prices in Moscow
Kaggle Top1% Solution: Predicting Housing Prices in Moscow Kaggle Top1% Solution: Predicting Housing Prices in Moscow
Kaggle Top1% Solution: Predicting Housing Prices in Moscow
 
Xgboost
XgboostXgboost
Xgboost
 
Natural Language Processing(SupStat Inc)
Natural Language Processing(SupStat Inc)Natural Language Processing(SupStat Inc)
Natural Language Processing(SupStat Inc)
 
Data Science Academy Student Demo day--Peggy sobolewski,analyzing transporati...
Data Science Academy Student Demo day--Peggy sobolewski,analyzing transporati...Data Science Academy Student Demo day--Peggy sobolewski,analyzing transporati...
Data Science Academy Student Demo day--Peggy sobolewski,analyzing transporati...
 
Data Science Academy Student Demo day--Michael blecher,the importance of clea...
Data Science Academy Student Demo day--Michael blecher,the importance of clea...Data Science Academy Student Demo day--Michael blecher,the importance of clea...
Data Science Academy Student Demo day--Michael blecher,the importance of clea...
 
Data Science Academy Student Demo day--Shelby Ahern, An Exploration of Non-Mi...
Data Science Academy Student Demo day--Shelby Ahern, An Exploration of Non-Mi...Data Science Academy Student Demo day--Shelby Ahern, An Exploration of Non-Mi...
Data Science Academy Student Demo day--Shelby Ahern, An Exploration of Non-Mi...
 
R003 laila restaurant sanitation report(NYC Data Science Academy, Data Scienc...
R003 laila restaurant sanitation report(NYC Data Science Academy, Data Scienc...R003 laila restaurant sanitation report(NYC Data Science Academy, Data Scienc...
R003 laila restaurant sanitation report(NYC Data Science Academy, Data Scienc...
 

Recently uploaded

1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
QucHHunhnh
 
Seal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxSeal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptx
negromaestrong
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
QucHHunhnh
 

Recently uploaded (20)

Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptx
 
PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docx
 
How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17
 
ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptx
 
ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701
 
Food safety_Challenges food safety laboratories_.pdf
Food safety_Challenges food safety laboratories_.pdfFood safety_Challenges food safety laboratories_.pdf
Food safety_Challenges food safety laboratories_.pdf
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 
Spatium Project Simulation student brief
Spatium Project Simulation student briefSpatium Project Simulation student brief
Spatium Project Simulation student brief
 
Seal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxSeal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptx
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
 
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdfUGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
 
General Principles of Intellectual Property: Concepts of Intellectual Proper...
General Principles of Intellectual Property: Concepts of Intellectual  Proper...General Principles of Intellectual Property: Concepts of Intellectual  Proper...
General Principles of Intellectual Property: Concepts of Intellectual Proper...
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
psychiatric nursing HISTORY COLLECTION .docx
psychiatric  nursing HISTORY  COLLECTION  .docxpsychiatric  nursing HISTORY  COLLECTION  .docx
psychiatric nursing HISTORY COLLECTION .docx
 
Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)
 

Open data meetup nyc 1 23-14