Big Data and Predictive Analytics

Big Data Paradigm

• Operationalizing Big Data Analytics• Combining with Fact based Analytics to drive more meaningful conclusions • Usage of scalable tools & technologies to support Big data & Analytics• Handling 3 V’s of big data with appropriate solution architecture based on Hadoop

platform• Special mix of people with Java and database skills for writing MR jobs and using

open source tools

• Social Media Analysis• Social Influence Analytics• Sentiment Analysis

Opportunistic Analytics

• Click Stream Analysis• Interest Analysis• Trend Analysis of particular aspect

User Generated Analytics

• Analytics on sensed data by any device• Traffic Analysis• Frustration Index

Purposely Sensed Analytics

Our Services

•Assessment & Strategizing the Roadmap•Recommendation of suitable platform architecture•Design the Architecture of big data platform (Hadoop)•Development of Platform•Migration Services

Platform Services

•Business driven Data modelling to source analytic applications handling 3 Vs of data.•Incorporation of Business Logic •Implementing Security through Role based security, inheriting from the Source after understanding Data Governance•Data Sciences Services through Statistics and machine learning

Modelling Services

•Building and Operationalization of big data analytics•Sentiment analysis through various unstructured data sources•Predictive Analytics to take proactive decisions•What if Analysis through interactive capability

Analytics Services

Big Data Solution Approach

Business Case Identification

Identify the Value

Understand the landscape

& Scope

Design the Architecture

Setting up Infrastructure

& Capacity Planning

Development of Big Data

Solution

Development of Big Data Analytics

Deployment Maintenance & Support

• Identify business needs

• Discover the Loop holes in the current system

• Find Opportunities

• Benefits from big data capability

• Landscape Assessment

• Analyze the scope

• Tools evaluation

• Architecture and prototype design

• Evaluate the scalability

• Design Infrastructure

• Identify existing feasibility of existing hardware

• Near Real time data processing

• Report development

• Dashboard development

• Report development

• Dashboard development

• 24/7 Support

• Releasing patches

Prescriptive Predictive DescriptionDiagnostic

Data Science

What actions should be taken

What Could happen

Why did it happen

What is happening now?

What has happened?

Business Question

s?

Types of analysis

Deliverables

Rules driven action

optimizations

Predictive model forecast

Behavioral Analysis and Interactive dashboards

Real time dashboards

PDF reports via emails

BI

Business Value

Our understanding of Predictive Analytics

Analytics Service Offerings

Analytics Reporting ServicesAnalytics Reporting Services

“Solution Centric” Approach“Solution Centric” Approach

Model ManagementModel Management

Strategy, Architecture, Technology Guidance

Strategy, Architecture, Technology Guidance Program, Plan and ExecutionProgram, Plan and Execution

Data AnalysisData Analysis

• Assessment for Analytics Organization Maturity

• Design and Architect Analytical framework to leverage existing BI system.

• Evaluate and Incubate right technology for analytics value creation

•Analytics Program Engagement for high level roadmap with recommendation and resource planning•Prioritize and map business and IT requirement for analytics• Plan and implement scalable analytics solution.

Wide-range of Analytics Services

• Enterprise Data Analytics - Offer the full breadth of analytics services and functionality support to multiple business units

• Multi platform analytics approach as per organization needs

• Analytics Model Management Engine and Application development

• Analytics tools Development• Cross Platform [OS] Model

Migration

• Predictive Modeling • Time Series Analysis• Exploratory Analysis• Pilot Analytics• Scorecard Development• Data Visualization

• Healthcare Cost reporting Services• Adhoc reporting Services

Solution approach for Predictive analytics solution

Pre Processin

g

Data Mining

Result validation

Understand

business and data

Prepare data Model

dataEvaluation Deployme

nt

Monitor and

Improve

Tools & Technology

PeopleCulture

Domain

Nitor Analytics

Competency Matrix

Predictive Modeling•R•Statistica•SSAS Visualization•Power View•Tableau•Qlikview

•Domain Experts•Analytics Consultants•Business Analyst•Database Architects•Statistical Modelers•Data Visualization Engineers•Database Engineers

•Healthcare•Insurance•Retail• Communication

•Analytics Focused Team•Quality Assessment•Continuous Training & Development•Customized and Flexible Resource Utilization

Nitor’s Analytics Competency Matrix

Few Success Stories

Analytics on

Streaming data

HealthcareHR & RecruitmentSocial Media

Predictive Analytics

on Big Data

HealthcareRetail

Manufacturing

Building Big Data Platform

& Analytics

HealthcareManufacturing