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Finance and Audit Predictive Analytics
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Transcript of Finance and Audit Predictive Analytics
Audit AnalyticsBig Data & Analytics
Bob SamuelsData-Magnum
[email protected] Cell: 408-206-5858
Strategic * Marketing Analytics * Client & Partner Door Opening * Demand Generation & Nurturing * Financial ROI Optimization
Digital Marketing & eCommerce Applications: eMail Recommendation Engine Search Demand Side Platforms / Real-Time-Bidding CRM Display Web Analytics Games Customer Experience Loyalty Programs Mobile / Location SEO VideoTargeting / Personalization Community / Social Marketing Automation Yield Optimization Data Management Platform Sharing Tools Integrated Marketing Management Feedback / Surveys
DATACorporate Structured Data
Structured / Unstructured
Content Management
Data as a Service
Web Content / Search
Social Media
Images / Video
Mobile / Location
Sensors / RFID / Satellite
Machine / Log Files
Domain ApplicationsCustomer Personalization
Digital Mktg / eCommerce
Healthcare / Bioscience
Insurance / Risk Mgmt
Investment Management
Telecom / Utilities
IT & Operations
Manufacturing / Logistics
Oil & Gas Exploration
Government & Defense
BI, Analytics & VisualizationBusiness Intelligence
Dashboards / KPIs
Data Discovery
Descriptive Analytics
Statistical Packages
Predictive Analytics
Machine Learning
Prescriptive Analytics
Decision Management
Graphs / Visualization
Platforms / ToolsHardware & Infrastructure
Natural Language Processing
ETL / ELT
Data Integration
Data Governance
Marshalling
MapReduce
Databases
Hadoop / In-Memory
Distributed File Systems
Data-Magnum: The Big Data Connection
Please enjoy this collection & interpretation of Big Data and Analytics ecosystem maps. It has a focus on marketing and sales optimization, but the applications are across all verticals. Thanks! Bob, TechConnectr
DATA SOURCES DATA PROCESSING DATA ANALYTICS APPLICATIONS
Bob SamuelsThe TechConnectr – www.techconnectr.com
Cell: 408-206-5858Strategic * Marketing Analytics * Client & Partner Door Opening * Demand Generation & Nurturing * Financial ROI Optimization
Financial Applications: (patterns and outliers review) Risk Awareness & Mitigation Fraud – Abuse – Waste Audit & Prep Forecasts & Modeling Benchmarking KPIs Customer Relevance & Value Integrated Normalized Data Patterns Outliers Data Discovery Revenue Optimization
DATACorporate Structured Data
Structured / Unstructured
Content Management
Data as a Service
Web Content / Search
3rd Party Data – semi-structured
Images / Video
Mobile / Location
Sensors / RFID / Satellite
Machine / Log Files
Domain ApplicationsCustomer Personalization
Digital Mktg / eCommerce
Healthcare / Bioscience
Insurance / Risk Mgmt
Investment Management
Telecom / Utilities
IT & Operations
Manufacturing / Logistics
Oil & Gas Exploration
Government & Defense
BI, Analytics & VisualizationBusiness Intelligence
Dashboards / KPIs
Data Discovery
Descriptive Analytics
Statistical Packages
Predictive Analytics
Machine Learning
Prescriptive Analytics
Decision Management
Graphs / Visualization
Platforms / ToolsHardware & Infrastructure
Natural Language Processing
ETL / ELT
Data Integration
Data Governance
Marshalling
MapReduce
Databases
Hadoop / In-Memory
Distributed File Systems
Financial Applications
DATA SOURCES DATA PROCESSING DATA ANALYTICS APPLICATIONS
Source: Word Cloud created from ecosystem maps via http://www.tagxedo.com
Ecosystem MapsBig Data & Analytics
BI Platform / Reporting
OSS
Visualizations
Unstructured / Search
Indexing / Metadata
Search
NLP
Hadoop Analytics
Hadoop Dev Platforms / Automation
HDFS
Predictive Analytics
THE CONFUSING WORLD OF BIG DATAAP
PLIC
ATIO
NS
TOO
LSDA
TA M
ANAG
EMEN
T
STRUCTURED UNSTRUCTURED
Transactional DB
OSS
High Performance Analytical DB
NewSQL
Enhancement
Distributed
NoSQL
Graph Document
Key Value / Column
Enterprise Apps
Internet Apps
Social Media Web Content Mobile Devices Camera / DVR Sensors / RFID Logfiles
Hadoop aaS
HDFS Alternatives
DBa
aS
HANA
GraphDB
Filesystem
EMR
Text / Sentiment Analysis
Data as a Service
Data Warehouses
vFabric L
Drill
Vertical Market Applications
Impala
Messaging Optimization Data Integration / CEPOSS
IMDG
Redshift
Based on Source: Perella Weinberg Partners
AI
DATA
SO
URC
ESDA
TA P
ROCE
SSIN
GDA
TA A
NAL
YTIC
SAP
PLIC
ATIO
NS
Source: CapGemini: http://www.capgemini.com/sites/default/files/technology-blog/files/2012/09/big-data-vendors.jpg
4 Main Buckets: Data Acquisition; Structuring/Indexing; Analytics; ApplicationsDATA SOURCES DATA PROCESSING DATA ANALYTICS APPLICATIONS
Source: http://blog.softwareinsider.org/wp-content/uploads/2013/04/Screen-Shot-2013-04-25-at-2.48.29-PM.png
- Applications & ToolsDATA SOURCES DATA PROCESSING DATA ANALYTICS APPLICATIONS
Source:
APPLICATIONS
DATA SOURCES
DATA PROCESSING DATA ANALYTICS
Big Data Landscape
http://www.bigdatalandscape.com/
DATA ANALYTICS
DATA PROCESSING
DATA SOURCES
APPLICATIONS
Source: http://www.bigdatalandscape.com/
APPLICATIONS DATA ANALYTICS
DATA SOURCES
DATA PROCESSING
Source: http://wikibon.org/wiki/v/Big_Data:_Hadoop,_Business_Analytics_and_Beyond
More Slices of the Key Technologies Involved ..
* Next Gen Data Warehouse
DATA PROCESSING
APPLICATIONSDATA ANALYTICS
Source: Sqrrl: http://blog.sqrrl.com/post/46306669352/sqrrls-take-on-the-big-data-ecosystem
DATA ANALYTICS
DATA PROCESSING
Big Data Open Source Tools
Source: http://www.bigdata-startups.com/open-source-tools/
Source: http://www.forbes.com/video-specials/industry-atlas.html?VID=24891553 & Wikibon
The Big Boys will eat up the pure-play Big Data providers soon Forbes & Wikibon
Data Sources
Sources
• Corporate Structured Data•Structured / Unstructured•Content Management• Data as a Service•Web Content / Search•Social Media•Images / Video•Mobile / Location•Sensors / RFID / Satellite•Machine / Log Files
Examples Examples
Infrastructure
Technology
•Hardware & Infrastructure•Natural Language Processing•ETL / ELT•Data Integration•Data Governance•Marshalling•MapReduce•Databases•Hadoop / In-Memory•Distributed File Systems
Examples Examples
https://cloudblueprint.wordpress.com/category/vendor-strategies/salesforce-com/
Infrastructure Cloud
http://reference180.com/launch-save-money?code=m5p0r6#
Updated from 12/12
Technical Skill Sets
http://practicalanalytics.wordpress.com/2013/11/06/data-science-and-analytics-outsourcing-vendors-models-steps/
http://en.wikipedia.org/wiki/Benford's_law
Analytics
Types
•Dashboards / KPIs•Business Intelligence•Data Discovery•Descriptive Analytics•Statistical Packages•Machine Learning•Predictive Analytics•Prescriptive Analytics•Decision Management•Graphs / Visualization
Examples Examples
Source: http://www.xmind.net/m/LKF2/
AnalyticsSkill Sets & Data Sources - R
Increasing Value of DataData- BI – Predictive - Prescriptive
PrescriptivePredictiveBiz IntelligenceData Mining
Source: IBM
Another way to look at Analytics Levels
Dash Boards
Analytics
Prescriptive
Pivots
Predictive
http://practicalanalytics.wordpress.com/2011/05/01/the-vendor-landscape-of-bi-and-analytics/
Business Intelligence Analytics / Visualization
Big Data BI & Analytics/Visualization Solution Providers
Oracle Essbase Laurén
*(NICE)
*(SAP)
Predictive AnalyticsSolution Providers
Predictive AnalyticsSolution Providers
Applications Digital Marketing & Client Retention
Sources: http://graphicriver.net/item/digital-marketing-doodle-elements-set/5861147http://www.jigsawcommunications.co.uk/index.php?p=digital-marketing
Other Applications
Vertical / Horizontal
•Customer Personalization•Digital Marketing / eCommerce•Healthcare / Bioscience •Insurance / Risk Management•Investment Management•Telecom / Utilities•IT & Operations•Manufacturing / Logistics•Oil & Gas Exploration•Government & Defense
Examples Examples
Source: http://cloudtimes.org/wp-content/uploads/2011/11/Clouds.cloudtimes.png
Applications: Example Solutions & Verticals
Verticals (& Horizontals) Solution - Predictive / Prescriptive
Finance & Insurance * Fraud Detection / Risk ManagementIT & Operations * Resource OptimizationManufacturing & Tracking * Resource OptimizationTelecom & Utilities Resource OptimizationTransportation & Logistics * Resource OptimizationProduct Management * Resource OptimizationRetail * Revenue & Customer ExperienceInvestment Management Optimization / Risk ManagementGovernment & Defense * Risk ManagementeCommerce / Digital Marketing * Targeting / PersonalizationMedia & Entertainment Targeting / PersonalizationMobile & Location * Targeting / PersonalizationNatural Resources & Exploration Patterns / CausalitiesHealthcare & Life Sciences * Patterns / Causalities
Applications Example Vertical and ‘Horizontal’ SaaS Applications
Accounting Software – Cloud-Based
http://diversity.net.nz/intacct-launches-new-ui-and-rolls-out-srp/2011/12/06/