Emotion Drives Behavior: Building a Data Narrative
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Transcript of Emotion Drives Behavior: Building a Data Narrative
Emotion Drives Behavior: Building a Data Narrative of People
June 2015
Topics We’ll Cover
• What’s Going on? • What We Can Do with Big Data • More on Advanced Analytics • Telling the Data Story • Questions and Answers
We are going to talk about going from data ingestion to a data story.
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What’s Going On?
We have created more data in the past 2 YEARS ALONE than in the entire history of mankind.
Marketers are struggling to make sense of all this new data and information.
This is new territory so professionals must be willing to think differently.
Big Volumes of Big Data
Challenges Gaining Insight
Next Generation Research
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Traditional Research Survey
Social Media Research
The Internet (Digital Media Research)
The Insights Pool 105X
(~280M)
105X (~216M)
X (1,000)
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We are a big data analytics and insights company that measures
audience perception, and uses that understanding to
help our clients change behavior.
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Who is evolve24?
Problem From CNN: “Gunmen attacked Garissa University College in Kenya during morning prayers on Thursday, April 2, officials said.”
• Standard questions: – Who? – What? – When? – Where? – Why?
• Vast amounts of information is available; and vast amounts of information is missing.
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http://i2.cdn.turner.com/cnnnext/dam/assets/150402224239-ac-kriel-garissa-attack-00010722-large-169.jpg
Any group responding to this event – government, local, humanitarian group, aid organizations, etc… – needs to understand the consequence of their actions.
Our Approach to Uncovering Insights
Focus on strategies: identify, up front, the results we are targeting. We then bring in the right data, use the right technology and analytics to assess it, and provide deep insights and recommendations aligned to our goals.
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Strategy – What do we want to know?
• WHO: Who is involved in this event? • WHAT: What is the social environment? • WHEN: Is this violence isolated or part of a cycle? • WHERE: Is this event localized or global? • WHY: Can we summarize the content of the discussions?
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The technology and process that follow apply to: • Measuring audience perception for commercial applications, • Responding to Natural Disasters, and • Understanding the spread of disease.
Data sources – e24 Data Pool evolve24 offers a comprehensive information landscape, including most any media
source in more than 40 languages across more than 200 countries.
Social Networks, like: • Twitter • Facebook • YouTube • Google+ • LinkedIn • and more 60+ million websites 30+ million blog sites 3+ million message boards 40,000 online news sites 1,000+ product ratings sites 600,000+ product categories 53 million scientific and trade magazines from around the world, print newspapers, magazines, television, cable & satellite, professional journals, and more…
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Technology – Global Collection
• evolve24 ingests data from webpages, blogs, forums, microblogs, YouTube, comments, etc….
• Articles are processed to use metadata and to calculate behavioral metrics
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Volume tells you quantity. What are people talking about most?
Sentiment tells you mostly good, bad or neutral. How are people responding?
Reputation measures brand credibility. What do others say and think?
Automated Analysis: Our Analytics (1 of 4)
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Emotion indicates willingness to act.
What do people care about most?
Influence identifies drivers of conversation. Who pushes the message?
Trust identifies consumer confidence in a brand. Is your brand trustworthy?
Automated Analysis: Our Analytics (2 of 4)
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Automated Analysis: Our Analytics (3 of 4) People are complex. Behavioral science tells us that emotions drive behavior. This is the foundational principle behind our Emotion Score™. Our emotion indicator measures the emotional intensity of topics, articles and conversations – or what people care about most - based academic principles, behavioral psychology. This offers a consistent scientific approach for determining the importance of any conversation.
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@TwitterUser: Winter is so lame. “We have no control over our future; our children are vulnerable which is unfair” “I hate my parents because they are controlling my future, making me vulnerable which I feel is unfair.”
The positive or
negative tonal direction of a statement toward
an object.
The intensity of
psychological factors that directly drive human behavior.
Examples: Emotions Sentiment
✔
✔
✔
✔
Automated Analysis: Our Analytics (4 of 4)
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Global Search (keywords)
• Information Challenge: Finding relevant searches • In this example, we kept in general:
– “Garissa University College” – “Garissa University College” AND (“massacre” OR “terror”) – “Kenya” AND (“massacre” OR “terror”) – “Kenya” AND (“military”) – “Kenya” AND (“police”)
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These general queries will pull information about the particular event and the social context relative to terror (historical), police, and military.
Emotion and Sentiment Overview
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Volume over Time – Tracking Violence
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Bus Attack
University Attack
Gunmen Attack
Governor
Emotion over Time
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Content (relating to Garissa University College)
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Automated Entity Extraction
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What’s the story?
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Search: Likely to find current
news and trending news
Big Data Search: Historical Annotated Quantified
Identify Trends
Identify Entities
Identify Content
React to Event
Focused Search
Prevent Adverse Reactions
React to Event
Parting Comments
• Value of Big Data: understanding what the data tells you, and what it can do for you and your causes.
• Comprehensively collecting and processing media and textual data means we can observe and quantify changes in both group and individual behavior over time.
• With automated tools, we can: – Overcome “too much data” by quantifying and
aggregating the data, – Find trends and patterns, – Use the trends and patters to focus our data sets, and – Disaggregate the data into component pieces.
• With the focused data sets, we can then tell the relevant data story.
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