Know Your Market – Know Your Customer: What Web Data Reveals If You Know Where and How to Look

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What Web data reveals if you know where & how to look Know Your Market – Know Your Customer: Presenters: Christian Giaretta, VP of Sales Engineering, Connotate Dennis Clark, Chief Strategy Officer, Luminoso Moderator: Gina Cerami, VP of Marketing, Connotate Date: November 1, 2012

Transcript of Know Your Market – Know Your Customer: What Web Data Reveals If You Know Where and How to Look

What Web data reveals if you know where & how to look

Know Your Market – Know Your Customer:

Presenters: Christian Giaretta, VP of Sales Engineering, Connotate

Dennis Clark, Chief Strategy Officer, Luminoso

Moderator: Gina Cerami, VP of Marketing, Connotate

Date: November 1, 2012

Presenters

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Chris GiarettaVice President of Sales

Engineering

Dennis ClarkChief Strategy Officer

Today’s Discussion• What Web Data Reveals: The Fundamentals

• The business case• Where to start? Best practices and the automation process

• Know Your Market• Use cases: market transparency, digital strategy, PDF extraction

• Differences in data sources• Know Your Customer: Part 1

• Use case: online advertising - aggregating customer response to ads

• Manual versus automated approaches• Know Your Customer: Part 2

• Text analysis – overview of options• Concept-based text analysis• Use case: consumer packaged goods

• Other considerations • Q&A

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What Web Data Reveals: The Fundamentals

The Business Case

online conversations

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news – data points – public notices

trillions of URLs

IDC Research – October 2012

• CEOs are looking at Big Data on the Web to understand their markets and customers

• The number of sites with valuable content continues to expand at a tremendous rate

• Factors to consider when collecting Web data• Timeliness

• Legitimacy

• Aggregation

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Can I Trust Web Data for Market Research???Good question! You may have to…factors to consider:

• It’s harder and harder to get people to answer surveys

• Focus groups take time – which you may not have

• Proprietary data sources may not answer all of your important questions

• Organizations and government agencies are moving more and more data, content and forms onto the Web

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Can I Trust Web Data for Market Research???

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Timely?YES!!

Refresh primary research

Expose new trends or questions rapidly

Aggregate? YES!!

Volumes of data reveal insights

The longer you retain it, the more valuable it gets

Legitimate?Uhh…

Be vigilant about spam and bias in Web data

Some sites are better than others

Polling Question: Web Data Collection

Are you currently collecting data from the Web?

Yes – we are doing this using an automated process

Yes – however, we are collecting Web data using a manual process

No – we are not collecting Web data

Where to Start? Follow Proven Best Practices

Work with experts with deep experience evaluating Web sources for data extraction to help you…

• Clarify “What do you really want to do with this data?”

• Decide which sites to target

• Identify how easy or difficult it will be to extract

data from target sites

• Outline the scope of the project

• Estimate long-term maintenance costs (and how to

minimize them)

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Best Practices (cont’d)

• Narrow your search

• Scope the project

• Think about the long term

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An Overview of the Automation Process

Transform Deliver

• Structure

• Classify

• Prep for Analysis

• Reports

• Dashboards

• Workflow

• BI Plug-ins

Collect Data

Internal Sources

• Database

• Market Basket

• Inventory, etc.

External Sources

• Social Media

• Surface Web

• Hidden Web

•Secured Sites

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Know Your Market: Use Cases

Know Your Market: Use Cases

Automated, precise data collection is key to success

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Know Your Market: What Job Postings Reveal

Know Your Market: Competitor’s Digital Strategies

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Building Permits Reveal Construction Activity

AP_Title Mr &MrsAP_Forename Samuel JohnAP_Surname MacNaughtonAP_CompanyNameAP_Building OranaAP_AddressLine1 Easter KinkellAP_AddressLine2 DingwallAP_Town Ross-ShireAP_Postcode IV7 8HY

PDF

Excel

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Insurance Coverage Predicts Drug Sales

Drug Name Tier

A/b otic 2Abilify 4Accolate 4Accupril 4Accuretic 4Accutane 4Acebutolol HCL 2Aceon 4 (1/2)Acetaminophen w/ codeine 2Acetasol HC 2Acetazolamide 2Aciphex XAclovate ointment 4Acticin 2Activella 4Actonel 4Actoplus met 3Actos 3

PDF Document Excel File

Benefits of Using Automation to Understand Markets and Market-Moving Events

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• Reduce costs associated with manual processes

• Speed up processes by doing this continually instead of sporadically

• Improve accuracy

• Repurpose data for new uses by converting PDFs and other unstructured data into a Excel,XML or other usable formats

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Differences in Web Sources

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Automation Opens Access to Deep Web and Secured Sites

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Know Your Customer: Buyer Behavior

Altitude Digital – Buyer Behavior in Real Time • Push the boundaries of “Big Data” in interactive advertising• Use Connotate to collect real-time Web data

• Increase clients’ ad revenues by 30% - 300%

• Continually display aggregated dynamic ad exchange data • Publishers view real-time, side-by-side comparisons of online ad

traffic

• They can instantaneously optimize ad placement

Many of these sites are password-protected….not a problem!

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Manual versus Automated Approaches

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Your Data Needs To Automate or Not?

Complex product-matching tasks ? May want to

consider crowd sourcing

Small amount of data, needed a few times per year

? A manual approach may suffice

Specific external data (under $5K/year)

? Purchase from 3rd party

High volume data monitoring

Automate

Variety of sources Automate

Frequent updates and/or monitoring

Automate

Need for data post-processing Automate

A Closer Look at Different Approaches

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Approach Considerations

Manual offshore No economies of scale; human error compromises quality.

Crowdsourcing

A viable approach for complex tasks like product matching of apparel for one-shot projects; may be less reliable for ongoing monitoring and long-term projects.

In-house or low-cost Web scrapers

Not resilient; scrapers break when Web page HTML changes, creating a maintenance headache; scrapers may not monitor well or support scheduling.

Robust automation installed on-premise

High degree of control; better resiliency to change but should consider project complexity and future need to add new Web sources on short notice.

Robust solution hosted by vendor

Highest resiliency; no maintenance burden; 24/7 follow-the-sun support; infinitely scalable and no capital expenditures for hardware or IT resources.

Polling Question: Data Analysis

What type of data analysis tools do you use?

Only basic tools – Excel spreadsheets, etc.

Text analysis and basic tools

Applications built in-house and basic tools

None

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Know Your Customer: Sentiment Analysis

Text Analysis Options

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Main ‘Schools’ of Text Analytics

Machine Learners Understanding through Data•Learn meaning through correlations

Ontologists Understanding through Instruction•People tell computers what words mean

Luminoso Approach

Concept-based text analysis •Know the “Common Sense” about the world•Add new connections from datasets

Language is Creative

It was really stuffy.

Smelled really musty.

Reminds me of a dusty closet.

Was like a wet dog.

It was like it had been shut awayfor a long time.

Smells like an old house.

Really stale.

It smelled terrible.

Concept-based analytics has…

• Shown how reaction to product scent changes with price point

• Determined the customer segments for a sports Web site

• Discovered if customers notice unannounced in-store policy changes

• Matched those who should connect at a large enterprise software company’s user conference

Digital Intuition

We boil down the meaning of text into actionable, mathematically justifiable insights.

Speed and Scale

Big Data • Small Data • Streaming • Dynamic

Case Study: Swiffer SweeperVac

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Consumer product design example: Swiffer SweeperVac

IdeaUse social data on Twitter to understand customer reactions to product design

Result Failure. Twitter lacks depth.

Better Idea Product Reviews

Feed input into analytical engine to reveal sentiment

Use Connotate to extract comment text

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Graphical User Interface/Presentation of Insights

Obtaining Customer Sentiment from YouTube

Use the Connotate automation package to follow links

to individual video reviews and more results

Manually search YouTube for <“product name”> <“review”>

Swiffer Dataset

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Swiffer Features:

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The Value of the Data is in the Delivery

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Connotate Partners

Transform Deliver

• Classify

• Structure

• Prep for Analysis

• Reports

• Dashboards

• Workflow

• BI Plug-ins

Collect Data

Internal Sources

• Database

• Market Basket

• Inventory, etc.

External Sources

• Social Media

• Surface Web

• Hidden Web

•Secured Sites

Another Look at the Automation Process

• Connotate provides precise quality data, structured for delivery to your analysis and presentation tools.

• Connotate maximizes the value of your investment in business intelligence, text analytics and semantic analysis tools. ExcelExcel

Connotate

Connotate

Web Data Can Reveal Insights of Tremendous Value

Valid insights require precise, quality data

Automation is the key to extracting precise, quality data

Automation reduces the

cost of monitoring

Web sites for updates

Automation makes it easier to

collect data for trending

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Web Data Can Reveal Insights of Tremendous Value

Spot market trends faster

Detect shifts in competitor’s digital strategy

Monitor buyer behavior online and in aggregate

Detect changes to regulatory

sites, download PDFs and extract

data

Obtain new insights into

customer preferences

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Q & A

Connotate will email a link to this presentation as well as a copy of the slides to you within 2 business days.

If you have an immediate need and would like us to contact you about a forthcoming project, please check the appropriate box in the last polling question or call (+1) 732-296-8844.

For more information, you may also visit www.connotate.com or www.connotate.co.uk.

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Thank You

If you have an immediate need and would like us to contact you about a forthcoming project, please check the appropriate box in the last polling question or call (+1) 732-296-8844.

For more information, visit

www.connotate.com or www.connotate.co.uk

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