Downloaded 229 times
Uploaded byBob Samuels
Finance and Audit Predictive Analytics
The document provides an overview of the big data and analytics ecosystem with various maps and diagrams showing the relationships between data sources, data processing, data analytics, and applications. It includes examples of different types of data sources, infrastructure technologies, analytics types, and applications across various industries. The document was created by Bob Samuels of Data-Magnum to provide a collection and interpretation of the big data and analytics landscape.
More Related Content
![Tiger graph 2021 corporate overview [read only]](https://cdn.slidesharecdn.com/ss_thumbnails/tigergraph2021corporateoverviewread-only-211014093106-thumbnail.jpg?width=640&height=640&fit=bounds)
Similar to Finance and Audit Predictive Analytics
Finance and Audit Predictive Analytics
- 1. Audit Analytics Big Data& Analytics
- 2. Bob Samuels Data-Magnum bob@data-magnum.com Cell: 408-206-5858 Strategic* Marketing Analytics * Client & Partner Door Opening * Demand Generation & Nurturing * Financial ROI Optimization eMail Recommendation Engine Search Demand Side Platforms / Real-Time-Bidding CRM Display Web Analytics Games Customer Experience Loyalty Programs Mobile / Location SEO Video Targeting / Personalization Community / Social Marketing Automation Yield Optimization Data Management Platform Sharing Tools Integrated Marketing Management Feedback / Surveys 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 Customer Personalization Digital Mktg / eCommerce Healthcare / Bioscience Insurance / Risk Mgmt Investment Management Telecom / Utilities IT & Operations Manufacturing / Logistics Oil & Gas Exploration Government & Defense Business Intelligence Dashboards / KPIs Data Discovery Descriptive Analytics Statistical Packages Predictive Analytics Machine Learning Prescriptive Analytics Decision Management Graphs / Visualization Hardware & Infrastructure Natural Language Processing ETL / ELT Data Integration Data Governance Marshalling MapReduce Databases Hadoop / In-Memory Distributed File Systems 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
- 3. Bob Samuels The TechConnectr– www.techconnectr.com Cell: 408-206-5858 Strategic * Marketing Analytics * Client & Partner Door Opening * Demand Generation & Nurturing * Financial ROI Optimization Risk Awareness & Mitigation Fraud – Abuse – Waste Audit & Prep Forecasts & Modeling Benchmarking KPIs Customer Relevance & Value Integrated Normalized Data Patterns Outliers Data Discovery Revenue Optimization Corporate 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 Customer Personalization Digital Mktg / eCommerce Healthcare / Bioscience Insurance / Risk Mgmt Investment Management Telecom / Utilities IT & Operations Manufacturing / Logistics Oil & Gas Exploration Government & Defense Business Intelligence Dashboards / KPIs Data Discovery Descriptive Analytics Statistical Packages Predictive Analytics Machine Learning Prescriptive Analytics Decision Management Graphs / Visualization Hardware & 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
- 4. Source: Word Cloudcreated from ecosystem maps via http://www.tagxedo.com Ecosystem Maps Big Data & Analytics
- 5. 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 DATAAPPLICATIONSTOOLSDATAMANAGEMENT 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 DBaaS HANA GraphDB Filesystem EMR Text / Sentiment Analysis Data as a Service Data Warehouses vFabric L Drill Vertical Market Applications Impala Messaging Optimization Data Integration / CEP OSS IMDG Redshift Based on Source: Perella Weinberg Partners AI DATASOURCESDATAPROCESSINGDATAANALYTICSAPPLICATIONS
- 6. Source: CapGemini: http://www.capgemini.com/sites/default/files/technology-blog/files/2012/09/big-data-vendors.jpg 4Main Buckets: Data Acquisition; Structuring/Indexing; Analytics; Applications DATA SOURCES DATA PROCESSING DATA ANALYTICS APPLICATIONS
- 7. Source: http://blog.softwareinsider.org/wp-content/uploads/2013/04/Screen-Shot-2013-04-25-at-2.48.29-PM.png - Applications& Tools DATA SOURCES DATA PROCESSING DATA ANALYTICS APPLICATIONS
- 8.
- 9. Big Data Landscape http://www.bigdatalandscape.com/ DATAANALYTICS DATA PROCESSING DATA SOURCES APPLICATIONS
- 10. Source: http://www.bigdatalandscape.com/ APPLICATIONS DATAANALYTICS DATA SOURCES DATA PROCESSING
- 11. Source: http://wikibon.org/wiki/v/Big_Data:_Hadoop,_Business_Analytics_and_Beyond More Slicesof the Key Technologies Involved .. * Next Gen Data Warehouse DATA PROCESSING APPLICATIONSDATA ANALYTICS
- 12. Source: Sqrrl: http://blog.sqrrl.com/post/46306669352/sqrrls-take-on-the-big-data-ecosystem DATAANALYTICS DATA PROCESSING
- 13. Big Data OpenSource Tools Source: http://www.bigdata-startups.com/open-source-tools/
- 14. 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
- 15. Data Sources Sources • CorporateStructured 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
- 16. Infrastructure Technology • Hardware &Infrastructure • Natural Language Processing • ETL / ELT • Data Integration • Data Governance • Marshalling • MapReduce • Databases • Hadoop / In-Memory • Distributed File Systems Examples Examples
- 17.
- 18.
- 20.
- 21. Analytics Types • Dashboards /KPIs • Business Intelligence • Data Discovery • Descriptive Analytics • Statistical Packages • Machine Learning • Predictive Analytics • Prescriptive Analytics • Decision Management • Graphs / Visualization Examples Examples
- 22. Source: http://www.xmind.net/m/LKF2/ Analytics Skill Sets& Data Sources - R
- 23. Increasing Value ofData Data- BI – Predictive - Prescriptive PrescriptivePredictiveBiz IntelligenceData Mining Source: IBM
- 24. Another way tolook at Analytics Levels Dash Boards Analytics Prescriptive Pivots Predictive http://practicalanalytics.wordpress.com/2011/05/01/the-vendor-landscape-of-bi-and-analytics/
- 26. Business Intelligence Analytics/ Visualization Big Data BI & Analytics/Visualization Solution Providers Oracle Essbase Laurén
- 27. *(NICE) *(SAP) Predictive Analytics Solution Providers PredictiveAnalytics Solution Providers
- 28. Applications Digital Marketing &Client Retention Sources: http://graphicriver.net/item/digital-marketing-doodle-elements-set/5861147 http://www.jigsawcommunications.co.uk/index.php?p=digital-marketing
- 29. 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
- 30. Applications: Example Solutions& Verticals Verticals (& Horizontals) Solution - Predictive / Prescriptive Finance & Insurance * Fraud Detection / Risk Management IT & Operations * Resource Optimization Manufacturing & Tracking * Resource Optimization Telecom & Utilities Resource Optimization Transportation & Logistics * Resource Optimization Product Management * Resource Optimization Retail * Revenue & Customer Experience Investment Management Optimization / Risk Management Government & Defense * Risk Management eCommerce / Digital Marketing * Targeting / Personalization Media & Entertainment Targeting / Personalization Mobile & Location * Targeting / Personalization Natural Resources & Exploration Patterns / Causalities Healthcare & Life Sciences * Patterns / Causalities
- 31. Applications Example Vertical and‘Horizontal’ SaaS Applications
- 32. Accounting Software –Cloud-Based http://diversity.net.nz/intacct-launches-new-ui-and-rolls-out-srp/2011/12/06/