SlideShare a Scribd company logo
1 of 30
Download to read offline
Big Data Psychology
Michal Kosinski mk583@cam.ac.uk

Image source: Facebook
Cambridge University
Psychometrics Centre
• 30 years of experience in psychological
assessment
• Strategic Network of Cambridge University =
expertise in wide variety of disciplines
DIGITAL FOOTPRINT
Also:
• Email / texts
• Verbal conversations
• Physical movement data
• Credit card records
• …
Get some data
related to an
individual
(purchase history,
Facebook profile, tweets,
email, web browsing
history)

Translate it to
Facebook
Graph ID
(Oreo =
114998944652)

Send it to
ApplyMagicSauce
API

Get a detailed
psychodemographic
profile
How accurate is digital profiling?
Validation study:
1. 60.000 US Facebook users
2. Detailed psycho-demographic profiles
3. Tested the accuracy of predictive models

Kosinski, M., Stillwell, D.J., Graepel, T. (2013) Private traits and attributes are predictable from digital records of human
behavior. Proceedings of the National Academy of Sciences (PNAS).
Prediction Accuracy: Numeric Variables
Only Facebook Likes?
(Other digital footprints are even more informative)
Applications in marketing
Detailed psychological profiles of each
and every consumer
(both in online and offline environment)
Psychological profiles of groups
(customers/fans/audience/readers/etc)
Openness

Conservative &
traditional

Liberal &
artistic

Conscientiousness

Spontaneous &
impulsive

Well organized &
hard working

Extraversion

Contemplative &
happy with own company

Agreeableness

Competitive &
Working alone

Team working &
trusting

Neuroticism

Competitive &
Working alone

Laid back &
relaxed

Engaged with outside world
Openness

Conservative &
traditional

Liberal &
artistic

Conscientiousness

Spontaneous &
impulsive

Well organized &
hard working

Extraversion

Contemplative &
happy with own company

Agreeableness

Competitive &
Working alone

Team working &
trusting

Neuroticism

Competitive &
Working alone

Laid back &
relaxed

Intelligence

Low

Engaged with outside world

High
Target anonymous users using
psychological profiles
Extraverted &
open to experience

Well organized &
competitive

Cooperative &
happy

High IQ
Build your own predictive models
Adjust your offer and language on the
individual & group level
Agency and Communion on Facebook: An Open Vocabulary Analysis of Gender (submitted) Gregory Park, H. Andrew
Schwartz, Margaret L. Kern, Johannes C. Eichstaedt, Adam M. Croom, Lyle H. Ungar, Martin E. P. Seligman, Michal Kosinski,
David Stillwell
Language used
Language used
Language used
Language used
Language used
RISKS
•
•
•
•

Digital withdrawal
Fake footprints
Legal issues
Creepy targeting
Thank You!
mk583@cam.ac.uk
Michal Kosinski
Cambridge University

More Related Content

Viewers also liked

The current challenges and opportunities of big data and analytics in emergen...
The current challenges and opportunities of big data and analytics in emergen...The current challenges and opportunities of big data and analytics in emergen...
The current challenges and opportunities of big data and analytics in emergen...IBM Analytics
 
Research Methods in Psychology
Research Methods in PsychologyResearch Methods in Psychology
Research Methods in PsychologyJames Neill
 
Internet of Things and its applications
Internet of Things and its applicationsInternet of Things and its applications
Internet of Things and its applicationsPasquale Puzio
 

Viewers also liked (6)

Identifying psychological research data in the digital environment.
Identifying psychological research data in the digital environment. Identifying psychological research data in the digital environment.
Identifying psychological research data in the digital environment.
 
The current challenges and opportunities of big data and analytics in emergen...
The current challenges and opportunities of big data and analytics in emergen...The current challenges and opportunities of big data and analytics in emergen...
The current challenges and opportunities of big data and analytics in emergen...
 
Research Methods in Psychology
Research Methods in PsychologyResearch Methods in Psychology
Research Methods in Psychology
 
Big Data: Issues and Challenges
Big Data: Issues and ChallengesBig Data: Issues and Challenges
Big Data: Issues and Challenges
 
Internet of Things and its applications
Internet of Things and its applicationsInternet of Things and its applications
Internet of Things and its applications
 
Big data ppt
Big data pptBig data ppt
Big data ppt
 

Similar to Big data psychology

Perceived versus Actual Predictability of Personal Information in Social Netw...
Perceived versus Actual Predictability of Personal Information in Social Netw...Perceived versus Actual Predictability of Personal Information in Social Netw...
Perceived versus Actual Predictability of Personal Information in Social Netw...Symeon Papadopoulos
 
Perceived versus Actual Predictability of Personal Information in Social Netw...
Perceived versus Actual Predictability of Personal Information in Social Netw...Perceived versus Actual Predictability of Personal Information in Social Netw...
Perceived versus Actual Predictability of Personal Information in Social Netw...Eleftherios Spyromitros-Xioufis
 
IIR 2017, Lugano Switzerland
IIR 2017, Lugano SwitzerlandIIR 2017, Lugano Switzerland
IIR 2017, Lugano SwitzerlandMarco Polignano
 
Easy Data, Hard Data? Twitter Research and the Politics of Data Access
Easy Data, Hard Data? Twitter Research and the Politics of Data AccessEasy Data, Hard Data? Twitter Research and the Politics of Data Access
Easy Data, Hard Data? Twitter Research and the Politics of Data AccessAxel Bruns
 
Research Using Behavioral Big Data: A Tour and Why Mechanical Engineers Shoul...
Research Using Behavioral Big Data: A Tour and Why Mechanical Engineers Shoul...Research Using Behavioral Big Data: A Tour and Why Mechanical Engineers Shoul...
Research Using Behavioral Big Data: A Tour and Why Mechanical Engineers Shoul...Galit Shmueli
 
Big data divided (24 march2014)
Big data divided (24 march2014)Big data divided (24 march2014)
Big data divided (24 march2014)Han Woo PARK
 
KnowMe and ShareMe: Understanding Automatically Discovered Personality Trai...
 KnowMe and ShareMe:  Understanding Automatically Discovered Personality Trai... KnowMe and ShareMe:  Understanding Automatically Discovered Personality Trai...
KnowMe and ShareMe: Understanding Automatically Discovered Personality Trai...Wookjae Maeng
 
計算社會科學初探- 當電腦科學家遇上社會科學
計算社會科學初探-當電腦科學家遇上社會科學計算社會科學初探-當電腦科學家遇上社會科學
計算社會科學初探- 當電腦科學家遇上社會科學Sheng-Wei (Kuan-Ta) Chen
 
Computational Social Science:The Collaborative Futures of Big Data, Computer ...
Computational Social Science:The Collaborative Futures of Big Data, Computer ...Computational Social Science:The Collaborative Futures of Big Data, Computer ...
Computational Social Science:The Collaborative Futures of Big Data, Computer ...Academia Sinica
 
Nikolaou HR Pro Recruitment Conference 2019
Nikolaou HR Pro Recruitment Conference 2019Nikolaou HR Pro Recruitment Conference 2019
Nikolaou HR Pro Recruitment Conference 2019Ioannis Nikolaou
 
"Melting Pot" of the Sciences in interdisciplinary research
"Melting Pot" of the Sciences in interdisciplinary research"Melting Pot" of the Sciences in interdisciplinary research
"Melting Pot" of the Sciences in interdisciplinary researchNatalie de Vries
 
Social Media Analytics: Concepts, Models, Methods, & Tools - Ravi Vatrapu
Social Media Analytics: Concepts, Models, Methods, & Tools - Ravi VatrapuSocial Media Analytics: Concepts, Models, Methods, & Tools - Ravi Vatrapu
Social Media Analytics: Concepts, Models, Methods, & Tools - Ravi VatrapuCBS Competitiveness Platform
 
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
 
Enriching social media personas with personality traits
Enriching social media personas with personality traitsEnriching social media personas with personality traits
Enriching social media personas with personality traitsJoni Salminen
 
A Big Data Analytic Identity Management Expert System for Social Media Networks
A Big Data Analytic Identity Management Expert System for Social Media NetworksA Big Data Analytic Identity Management Expert System for Social Media Networks
A Big Data Analytic Identity Management Expert System for Social Media NetworksAPNIC
 
Overview of Data and Analytics Essentials and Foundations
Overview of Data and Analytics Essentials and FoundationsOverview of Data and Analytics Essentials and Foundations
Overview of Data and Analytics Essentials and FoundationsNUS-ISS
 
Personality Prediction with social media using Machine Learning
Personality Prediction with social media using Machine LearningPersonality Prediction with social media using Machine Learning
Personality Prediction with social media using Machine LearningIRJET Journal
 
Personality Prediction with social media using Machine Learning
Personality Prediction with social media using Machine LearningPersonality Prediction with social media using Machine Learning
Personality Prediction with social media using Machine LearningIRJET Journal
 
Affect- and Personality-based Recommender Systems Part II: Acquisition, Usage...
Affect- and Personality-based Recommender Systems Part II: Acquisition, Usage...Affect- and Personality-based Recommender Systems Part II: Acquisition, Usage...
Affect- and Personality-based Recommender Systems Part II: Acquisition, Usage...Marko Tkalčič
 

Similar to Big data psychology (20)

Perceived versus Actual Predictability of Personal Information in Social Netw...
Perceived versus Actual Predictability of Personal Information in Social Netw...Perceived versus Actual Predictability of Personal Information in Social Netw...
Perceived versus Actual Predictability of Personal Information in Social Netw...
 
Perceived versus Actual Predictability of Personal Information in Social Netw...
Perceived versus Actual Predictability of Personal Information in Social Netw...Perceived versus Actual Predictability of Personal Information in Social Netw...
Perceived versus Actual Predictability of Personal Information in Social Netw...
 
IIR 2017, Lugano Switzerland
IIR 2017, Lugano SwitzerlandIIR 2017, Lugano Switzerland
IIR 2017, Lugano Switzerland
 
Easy Data, Hard Data? Twitter Research and the Politics of Data Access
Easy Data, Hard Data? Twitter Research and the Politics of Data AccessEasy Data, Hard Data? Twitter Research and the Politics of Data Access
Easy Data, Hard Data? Twitter Research and the Politics of Data Access
 
Research Using Behavioral Big Data: A Tour and Why Mechanical Engineers Shoul...
Research Using Behavioral Big Data: A Tour and Why Mechanical Engineers Shoul...Research Using Behavioral Big Data: A Tour and Why Mechanical Engineers Shoul...
Research Using Behavioral Big Data: A Tour and Why Mechanical Engineers Shoul...
 
Big data divided (24 march2014)
Big data divided (24 march2014)Big data divided (24 march2014)
Big data divided (24 march2014)
 
KnowMe and ShareMe: Understanding Automatically Discovered Personality Trai...
 KnowMe and ShareMe:  Understanding Automatically Discovered Personality Trai... KnowMe and ShareMe:  Understanding Automatically Discovered Personality Trai...
KnowMe and ShareMe: Understanding Automatically Discovered Personality Trai...
 
計算社會科學初探- 當電腦科學家遇上社會科學
計算社會科學初探-當電腦科學家遇上社會科學計算社會科學初探-當電腦科學家遇上社會科學
計算社會科學初探- 當電腦科學家遇上社會科學
 
Computational Social Science:The Collaborative Futures of Big Data, Computer ...
Computational Social Science:The Collaborative Futures of Big Data, Computer ...Computational Social Science:The Collaborative Futures of Big Data, Computer ...
Computational Social Science:The Collaborative Futures of Big Data, Computer ...
 
Nikolaou HR Pro Recruitment Conference 2019
Nikolaou HR Pro Recruitment Conference 2019Nikolaou HR Pro Recruitment Conference 2019
Nikolaou HR Pro Recruitment Conference 2019
 
"Melting Pot" of the Sciences in interdisciplinary research
"Melting Pot" of the Sciences in interdisciplinary research"Melting Pot" of the Sciences in interdisciplinary research
"Melting Pot" of the Sciences in interdisciplinary research
 
Social Media Analytics: Concepts, Models, Methods, & Tools - Ravi Vatrapu
Social Media Analytics: Concepts, Models, Methods, & Tools - Ravi VatrapuSocial Media Analytics: Concepts, Models, Methods, & Tools - Ravi Vatrapu
Social Media Analytics: Concepts, Models, Methods, & Tools - Ravi Vatrapu
 
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
 
Enriching social media personas with personality traits
Enriching social media personas with personality traitsEnriching social media personas with personality traits
Enriching social media personas with personality traits
 
A Big Data Analytic Identity Management Expert System for Social Media Networks
A Big Data Analytic Identity Management Expert System for Social Media NetworksA Big Data Analytic Identity Management Expert System for Social Media Networks
A Big Data Analytic Identity Management Expert System for Social Media Networks
 
Overview of Data and Analytics Essentials and Foundations
Overview of Data and Analytics Essentials and FoundationsOverview of Data and Analytics Essentials and Foundations
Overview of Data and Analytics Essentials and Foundations
 
Personality Prediction with social media using Machine Learning
Personality Prediction with social media using Machine LearningPersonality Prediction with social media using Machine Learning
Personality Prediction with social media using Machine Learning
 
Personality Prediction with social media using Machine Learning
Personality Prediction with social media using Machine LearningPersonality Prediction with social media using Machine Learning
Personality Prediction with social media using Machine Learning
 
Analysis and Monetization of Social Data
Analysis and Monetization of Social DataAnalysis and Monetization of Social Data
Analysis and Monetization of Social Data
 
Affect- and Personality-based Recommender Systems Part II: Acquisition, Usage...
Affect- and Personality-based Recommender Systems Part II: Acquisition, Usage...Affect- and Personality-based Recommender Systems Part II: Acquisition, Usage...
Affect- and Personality-based Recommender Systems Part II: Acquisition, Usage...
 

More from Cogeco Peer 1

Watching the World Cup online
Watching the World Cup online Watching the World Cup online
Watching the World Cup online Cogeco Peer 1
 
NSA Survey Report - UK
NSA Survey Report - UK NSA Survey Report - UK
NSA Survey Report - UK Cogeco Peer 1
 
Tackling new territories_Dr Martens
Tackling new territories_Dr MartensTackling new territories_Dr Martens
Tackling new territories_Dr MartensCogeco Peer 1
 
Planning for new markets_Javelin Group
Planning for new markets_Javelin GroupPlanning for new markets_Javelin Group
Planning for new markets_Javelin GroupCogeco Peer 1
 
Accelerating global sales growth_Lovehoney
Accelerating global sales growth_LovehoneyAccelerating global sales growth_Lovehoney
Accelerating global sales growth_LovehoneyCogeco Peer 1
 
PEER 1 Hosting London office
PEER 1 Hosting London office PEER 1 Hosting London office
PEER 1 Hosting London office Cogeco Peer 1
 
Personalisation and merchandising session
Personalisation and merchandising sessionPersonalisation and merchandising session
Personalisation and merchandising sessionCogeco Peer 1
 
Disruptive technology session_kiosked
Disruptive technology session_kiosked Disruptive technology session_kiosked
Disruptive technology session_kiosked Cogeco Peer 1
 
Disruptive technology session_dressipi
Disruptive technology session_dressipi Disruptive technology session_dressipi
Disruptive technology session_dressipi Cogeco Peer 1
 
Creating a borderless fashion brand
Creating a borderless fashion brand Creating a borderless fashion brand
Creating a borderless fashion brand Cogeco Peer 1
 
The impact of seasonality on consumer behaviour
The impact of seasonality on consumer behaviour The impact of seasonality on consumer behaviour
The impact of seasonality on consumer behaviour Cogeco Peer 1
 
Understanding a generation of digital natives
Understanding a generation of digital nativesUnderstanding a generation of digital natives
Understanding a generation of digital nativesCogeco Peer 1
 

More from Cogeco Peer 1 (13)

Watching the World Cup online
Watching the World Cup online Watching the World Cup online
Watching the World Cup online
 
NSA Survey Report - UK
NSA Survey Report - UK NSA Survey Report - UK
NSA Survey Report - UK
 
Tackling new territories_Dr Martens
Tackling new territories_Dr MartensTackling new territories_Dr Martens
Tackling new territories_Dr Martens
 
Planning for new markets_Javelin Group
Planning for new markets_Javelin GroupPlanning for new markets_Javelin Group
Planning for new markets_Javelin Group
 
Accelerating global sales growth_Lovehoney
Accelerating global sales growth_LovehoneyAccelerating global sales growth_Lovehoney
Accelerating global sales growth_Lovehoney
 
PEER 1 Hosting London office
PEER 1 Hosting London office PEER 1 Hosting London office
PEER 1 Hosting London office
 
Personalisation and merchandising session
Personalisation and merchandising sessionPersonalisation and merchandising session
Personalisation and merchandising session
 
Disruptive technology session_kiosked
Disruptive technology session_kiosked Disruptive technology session_kiosked
Disruptive technology session_kiosked
 
Disruptive technology session_dressipi
Disruptive technology session_dressipi Disruptive technology session_dressipi
Disruptive technology session_dressipi
 
Creating a borderless fashion brand
Creating a borderless fashion brand Creating a borderless fashion brand
Creating a borderless fashion brand
 
The impact of seasonality on consumer behaviour
The impact of seasonality on consumer behaviour The impact of seasonality on consumer behaviour
The impact of seasonality on consumer behaviour
 
Understanding a generation of digital natives
Understanding a generation of digital nativesUnderstanding a generation of digital natives
Understanding a generation of digital natives
 
The Tomorrow Store
The Tomorrow StoreThe Tomorrow Store
The Tomorrow Store
 

Recently uploaded

Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobeapidays
 
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Zilliz
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodJuan lago vázquez
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingEdi Saputra
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024The Digital Insurer
 
A Beginners Guide to Building a RAG App Using Open Source Milvus
A Beginners Guide to Building a RAG App Using Open Source MilvusA Beginners Guide to Building a RAG App Using Open Source Milvus
A Beginners Guide to Building a RAG App Using Open Source MilvusZilliz
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)wesley chun
 
Ransomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdfRansomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdfOverkill Security
 
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...apidays
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxRustici Software
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...Zilliz
 
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu SubbuApidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbuapidays
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businesspanagenda
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native ApplicationsWSO2
 

Recently uploaded (20)

Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
 
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
Emergent Methods: Multi-lingual narrative tracking in the news - real-time ex...
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024Manulife - Insurer Transformation Award 2024
Manulife - Insurer Transformation Award 2024
 
A Beginners Guide to Building a RAG App Using Open Source Milvus
A Beginners Guide to Building a RAG App Using Open Source MilvusA Beginners Guide to Building a RAG App Using Open Source Milvus
A Beginners Guide to Building a RAG App Using Open Source Milvus
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
Ransomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdfRansomware_Q4_2023. The report. [EN].pdf
Ransomware_Q4_2023. The report. [EN].pdf
 
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
Apidays Singapore 2024 - Scalable LLM APIs for AI and Generative AI Applicati...
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptx
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
 
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu SubbuApidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
Apidays Singapore 2024 - Modernizing Securities Finance by Madhu Subbu
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native Applications
 

Big data psychology