Modus Operandi
-
Upload
inside-analysis -
Category
Technology
-
view
65 -
download
5
Transcript of Modus Operandi
© 2015 Modus Operandi, Inc. , All Rights Reserved. 1
META-IDEAS NOT METADATA: WHY THOUGHT LEADERSHIP
NOT TECHNOLOGY PROMOTES INNOVATION
• Innovation and entrepreneurship often go
hand in hand
• Do we really understand these concepts?
• Being innovative and entrepreneurial involve
advancing new ideas in Data Science
• This talk will examine some shifting
fundamentals in software development and
the need for new perspectives on Data
Science
© 2014 Modus Operandi, Inc. , All Rights Reserved. 3
• Thought is key in today’s industries• Answers are not found in well-known text books,
manuals, algorithms, etc.• Abstract thinking & problem solving is an increasing
commodity• Meta-ideas are driving today’s innovations not just
data
• New paradigms for business & education are needed that break down barriers between disciplines
• Industries need to look to non-traditional hires and resources for new skill sets• Break out of traditional molds/views
INTERDISCIPLINARY THOUGHT IS KEY
© 2014 Modus Operandi, Inc. , All Rights Reserved. 4
• The power of analytics is now just beginning to be felt• Moore’s Law for hardware may not be
entirely accurate
• What about software & analytics?• From 1988-2003 Computer processing
speed grew by 1000x
• In the same period algorithm dev grew by 43,000x
• What does this tell you about the direction in which we are headed?
• As data grows, so too will the need to utilize it more effectively
THE SECOND HALF OF THE CHESSBOARD
© 2014 Modus Operandi, Inc. , All Rights Reserved. 5
• Organization, structure, direction and leadership amidst the chaos of the mundane
• Seeing the potential of something before it exists is an important quality• Objectives should be driven by strategic
decisions as well as tactical ones
• Technology continues to rapidly change our world – seeing the next big thing is becoming more important
• Entrepreneurs must deal in the abstraction of the possible, while creating the actual.
WHAT IS THE VALUE OF THE ENTREPRENEUR?
“Out of every one hundred [people], ten shouldn't even be there, eighty are just targets, nine are the real fighters, and we are lucky to have them, for they make the battle. Ah, but the one, one is a warrior, and he will bring the others back.”
―Heraclitus
© 2014 Modus Operandi, Inc. , All Rights Reserved. 6
• Innovation is stretching one’s conceptual boundaries and embracing the art of the possible
• Innovation thus provides the underlying conceptual capital necessary to be entrepreneurial.
• Innovation is about generating concepts and ideas that at their very core are disruptive• Provide an upheaval of commonly accepted norms
• Entrepreneurs take innovative concepts and use them to produce new goods and services
INNOVATION AND THE ENTREPRENEUR
© 2015 Modus Operandi, Inc. , All Rights Reserved. 7
There is no single technology to rule all your data – it has to combine different approaches
TRADITIONAL RESPONSES ARE NOT WORKING
The following techniques are not enough:
• Data Warehousing
• Data Lakes
• Over-reliance on Hadoop
• More hardware
• Front-end visualization tools
© 2014 Modus Operandi, Inc. , All Rights Reserved. 8
APPLICATIONS TO SOFTWARE DESIGN & DEVELOPMENT
• Data science is a growing field in academic settings• Can it actually be applied to real software?
What would this look like?
• Reasoning over big data is key• Applying formal logic to capture context is
proving to be very valuable
• Growing need to link business drivers to technology
• Too much emphasis is spent on Volume and Velocity (for basic look-ups)
• Metadata is once again a hot topic –especially with the rise in data Variety & Veracity
© 2015 Modus Operandi, Inc. , All Rights Reserved. 9
LESSONS FROM THE INTELLIGENCE DOMAIN
Real-World Data &
Knowledge Capture
Flexible UIs and Model Mgt.
Ontologies and Data Models
Large Scale Graph Stores
Users, Collaborations,
Curations
The intelligence domain offers a glimpse into Data Science complexities:
• Complex environments require detailed analytics capture
• Large-scale connectivity is needed between data and real world facts
• Reasoning is needed to infer missing data and codify patterns
• Situational awareness needs context- Spatial, Temporal, Cognitive and Social Context all matter
• Users need to collaborate over the same data simultaneously
© 2015 Modus Operandi, Inc. , All Rights Reserved. 10
Advanced Big Data Analytics tool that
integrates your data, automates processes and
provides alerts when necessary - breaking
down silos and barriers in your organization.
Captures real human concepts and
perspectives (in context) allowing your data to
behave more like you do, rather than force you
to behave like your data.
© 2015 Modus Operandi, Inc. , All Rights Reserved. 11
• Advanced metaphysics –not just data models
• Layered models connect data sources with higher-order classifications
• Federation to scale
• Implied patterns become explicit
• Codifies organizational objectives
• Tracks complex items of interest
• Bridges to reference resources
SMART-LAYERED DATA MODELS ARE NEEDED
Data Source Models
Multi- & Single-Source Data Integration Models
Domain Models (Objs, Attributes, Process & Relations)
System Lvl Models (Business Rules)
Pro
ven
ance
, Tru
st
Use
r A
cces
s M
od
els
Upper-Lvl Models
Meta-dataLevels (Human
Concepts)
Data-centric Levels
(Machine Language)
© 2015 Modus Operandi, Inc. , All Rights Reserved. 12
ONTOLOGY
GRAPH
MAPPING
Ontologies should be easily manipulated to integrate all data across an enterprise
© 2015 Modus Operandi, Inc. , All Rights Reserved. 13
Doc Repo
Provenance
ARCHITECTING SOFTWARE FOR THE 21ST
CENTURY
Source Handler
Artifact Process
or
BASEPredicate
Store
CSV Source
Handler
Artifact Process
or
MOVIA Modeler Tweak model
Entity Manager Service
Repopulate Refined Store
Reasoner
New VizNew
Views
Add-change Rules
Items adapted for Specific Customer Engagement
Statistical Analytical Processing
Ente
rpri
se R
eso
urc
es
14
www.modusoperandi.com
709 South Harbor City Blvd., Suite 400
Melbourne, FL 32901-1936
p. 321-473-1400
© 2015 Modus Operandi, Inc. , All Rights Reserved
LOGISTICS FINANCIAL MANUFACT
-URING
RETAIL
SENSORS INTEL COMPLIANCE BIO-PHARM