Weak signal analytics for product, business & ip strategy by big info labs
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Transcript of Weak signal analytics for product, business & ip strategy by big info labs
WEAK SIGNAL ANALYTICS
FOR
PRODUCT, BUSINESS & IP STRATEGY
2 1 J U L 2 0 1 6
amberview
CONFIDENTIAL: This document is an outcome of BigInfo Labs Big Data Research and contains confidential information pertaining to BigInfo Labs’ INNOVATIONS,
PATENT PENDING TECHNOLOGY, SOLUTIONS, GO TO MARKET STRATEGY & BUSINESS PLAN. Please treat these as PROPRIETARY & CONFIDENTIAL. No part of thesematerials may be copied, used or disclosed except with written permission of BigInfo Labs India Private Limited.
Agenda
• Weak signal analysis – The What & Why….…………………....5
• A high level analytics approach…..…………………………….5
• Weak signal analysis - In action………………………………….20
• Scenario elaboration and insights
• Solution in action
• Challenges & Learning …………………….……………………..10
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Weak Signal AnalysisWhat is it and why is it required?
Patent databases provide
specific & ‘Strong Indicators’
on the threat and
opportunities related to
specific technologies
‘Weak signals’, often coming from news, journals, social
media, analysts etc. offer
significant strategic value &
insights from an Early Warning
perspective
Weak Signals provides a peek
into the future and gives a
visibility into emerging
technology and competition
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Weak Signal AnalysisChallenges
Scope of analysis is very vast –
BigData by nature
Voluminous
Multi-structured
Dynamic
No definitive one-stop shop for
content sourcing and analysis
High “Noise to Signal” ratio
Time-consuming & cumbersome
Varying degrees of credibility of
data sources
Quality of analysis highly variable as
it is subject to individual’s
methodology and rigor
www
?
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Weak Signal AnalysisTechnology advances and how it can help
Advances in Big Data right across storage to analysis
Shift from a search driven to analytical approach while dealing with
unstructured data
Advances in ML, AI and Text Analytics
Entity recognition and extraction
Classification, clustering
Intelligent summarization and topic mining
Agenda
• Weak signal analysis – The What & Why….…………………....5
• A high level analytics approach…………...………………….10
• Weak signal analysis - In action………………………………….20
• Scenario elaboration and insights
• Solution in action
• Challenges & Learning …………………….……………………..10
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The approach can be summarized as follows:
MONITOR:
Continuously Monitor the Information Corpora
across News, Academic Papers, Discussion forums,
Social Media, Analyst Reports and various other
information sources
ANALYZE:
Execute Algorithmic Analysis of the voluminous &
complex IP data sets to assess opportunities &
threats to the organization’s IP assets & thereby to
its overall business
DISCOVER:
Enable interactive discovery of the High Risk /
Opportunity areas. Alert & Direct the Business & IP
leaders to IP assets & business areas that need
their immediate attention.
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Weak Signal AnalysisA High Level Approach
In this approach, we use a tool that can sifts through voluminous and complex data sets
from diverse information resources and then analyze them to surface the most relevant
nuggets.
www
Agenda
• Weak signal analysis – The What & Why….…………………....5
• A high level analytics approach…..…………………………….5
• Weak signal analysis - In action……………………………….20
• Scenario elaboration and insights
• Solution in action
• Challenges & Learning …………………….……………………..10
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Use Case : Driverless Car Technology
Objective:
Understand the latest developments in the area of autonomous vehicles
and the ecosystem which can:
• serve as a trigger for conversation between technology and business
teams
• help in taking informed business decisions
This analysis is from the perspective of a semiconductor manufacturer
who wants to understand potential opportunities and threats from the
business landscape
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Driverless Car Technology: Sample Insights
Robert Bosch, a direct competitor
showcases, a disruptive “ultrasonic”
sensors for parking assist
>> Auto show news report
NVidia, traditionally a PC gaming
company launching a new platform for
massive AI computing for autonomous
vehicles
>> Event article
George Hotz, an inventor, challenging
conventional solutions for driverless cars
with self learning, AI/ML driven solution
>> Interview
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Challenges & Learning
Weak Signal Analysis is a Big Data problem
Unlike conventional analytics, hard to be
prescriptive. SME interaction critical
Strong need to support insights discovery and
verification for analysts
Context enrichment the absolute key for
relevancy
True real-time analysis a tough goal to
achieve considering the dynamic nature of
data
Discovery and associated visualization
techniques a whole different ball-game
Subscription data sources
Technological improvement areas: Event
correlation, text summarization, topics
identification, classification, date extraction
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