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Data Quality
Management
Introduction to the Data To Value approach
Our Approach
We deliver faster results than traditional methods via:
The latest Data Mining, analysis tools & techniques
A unique & agile 3 tiered approach
Business friendly, intuitive & actionable metrics
We measure your data against 6 key data quality
dimensions establishing:
The true cost of poor quality data
The risk profile of poor quality data
The value of your data
Typical requirements range from thousands of records to
millions of records.
All business areas covered
Finance, Risk, Operations, Trading, Sales…
All critical datasets covered
Customers, Products, Sales, Activities, Valuations,
Positions, Trades, Investors, Counterparties, Securities
and others….
0
0.2
0.4
0.6
0.8
1
Informatica
Lean approach - process
Outlier detection
Hypothesis testing
‘5 whys’ root cause
analysis
Actionable metrics:
Operational Risk
Proxies
Cost Proxies
Master Data Analysis
(Value proxies)
Prototype driven peer
reviews
Summarise & Visualise
‘big DQ picture’
Agree DQ Priorities
Scorecards with dimensions KPIs / Issues Lists
Aimed at
- Sponsors
- Decision makers
Aimed at
- Data practitioners
- Highly dependent stakeholders
Data Quality Managed Service Sample outputs
Case study
How we helped a major European Bank
identify risk & cost savings through
enhanced Data Quality Management
Case study
Data to Value were hired to deliver an end to end review of the bank’s
derivative trade reporting data architecture, data quality and data modelling
capabilities
The objective was to increase regulatory reporting compliance through
improved data quality, data coverage and more timely reporting
Data to Value identified opportunities for using the latest NoSQL
architectures to improve data retention, systems performance and data
distribution
Our consultants reverse engineered & profiled 3 complex data warehouses
containing tables with tens of millions of trades in each warehouse.
Findings and results were presented using a number of analytics and
dashboards articulating clear business cases for strategic work as well as an
incremental roadmap for resolving process and data issues
Managed Services
We offer a number of our services in cost
effective remote and onsite managed formats
Managed Services introduction
We offer fully remote or onsite managed services
We offer 5 core capabilities:
Data Quality Management & Profiling
Data Migration
Database Reverse Engineering
Data Management
Data Insight
We use Amazon web services to ensure:
Maximum uptime & performance
Responsive scalability
Minimal cost to the client
Information Security aligned to latest best practices
Tools:
We use a wide variety of the latest generation of Big Data,
NoSQL tools
Experian Pandora & Tableau for example are often used for DQ
requirements and included for illustrative purposes in our cloud
architecture below
Managed Services - details
Data Quality
Management &
Profiling
Applying the latest data
profiling techniques we
identify anomalies and
defects in your data.
Data corrections can then
either be made by our
team or provided back to
the customer as issues
lists.
Dashboards and metrics
are used throughout to
measure and present
progress
Prices start from £399 per
day exc. VAT*
• Dependent on data
volumes & complexity
Data Migration
Implementing a new system and want to retain historical data?
Provide us with your source data extracts, database(s) or other
content and we apply automated discovery, mapping and
transformation techniques to de-risk your data migration.
Prices start from £599 per day exc. VAT*
* Dependent on data volumes & complexity
Database Reverse Engineering
Legacy system that you don’t fully understand?
We apply the latest metadata discovery and profiling techniques
to understand the structure, content and design of your data
sources.
Packages are tailored to specific requirements – e.g. physical /
logical data modelling, semantic / linked data requirements and
business rules.
Prices start from £599 per day exc. VAT*
• Dependent on database technology & complexity
Data Management
Looking to outsource your data input, enrichment, mapping or
reconciliation tasks to an experienced provider?
We use the latest technologies and automation techniques to de-
risk and reduce the cost of high volume, boutique data
management tasks.
Prices start from £599 per day exc. VAT*
* Dependent on database technology & complexity
Data Insight
Looking for insights in your data but don’t want to commission
expensive infrastructure and hire specialist staff?
We can remotely analyse your data using the latest Data Science
and Data Mining techniques.
We present results back to you using the latest intuitive Data
Visualization techniques enabling you to make robust decisions,
quickly.
Prices start from £599 per day exc. VAT*
• Dependent on data volumes, structure & complexity
Managed Services - Architecture
Unstructured Data
Documents,
webpages etc.
analysed
- Customers
- Products
- Sales
- Activities
- Searches
- … Issues, Insights and
actions fed back into
cycle
Data
Discovery
Data
Modelling
Insights & enhancements
presented using best
practice artefacts
Data
ProfilingData Mining
Clean, transformed,
enriched, integrated, well
defined data outputs
Data
Management
Data
Cleansing
Standardising &
enriching
Reverse
Engineering
Documenting
Data
Sources
Structured
Data
Disparate
Files &
Databases
analysed
Typical outputs
DQ Issue lists & KPIs to
guide decision making
Powerful, interactive
visualisations
Models & Glossaries
to understand what
data assets you
have & how to
leverage them
Dashboards articulating the
data quality issues that are
holding you back
Clean, actionable &
well structured data
in a variety of
formats
Passionate, Innovative, Lean
Lean Information Management specialists
Data to Value Ltd.
2nd Floor Elizabeth House
39 York Road
London SE1 8SW
United Kingdom
T +44 (0) 208 278 7351
www.datatovalue.co.uk
info@datatovalue.co.uk

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Introduction to Data To Value Managed Services

  • 1. Data Quality Management Introduction to the Data To Value approach
  • 2. Our Approach We deliver faster results than traditional methods via: The latest Data Mining, analysis tools & techniques A unique & agile 3 tiered approach Business friendly, intuitive & actionable metrics We measure your data against 6 key data quality dimensions establishing: The true cost of poor quality data The risk profile of poor quality data The value of your data Typical requirements range from thousands of records to millions of records. All business areas covered Finance, Risk, Operations, Trading, Sales… All critical datasets covered Customers, Products, Sales, Activities, Valuations, Positions, Trades, Investors, Counterparties, Securities and others…. 0 0.2 0.4 0.6 0.8 1 Informatica
  • 3. Lean approach - process Outlier detection Hypothesis testing ‘5 whys’ root cause analysis Actionable metrics: Operational Risk Proxies Cost Proxies Master Data Analysis (Value proxies) Prototype driven peer reviews Summarise & Visualise ‘big DQ picture’ Agree DQ Priorities
  • 4. Scorecards with dimensions KPIs / Issues Lists Aimed at - Sponsors - Decision makers Aimed at - Data practitioners - Highly dependent stakeholders Data Quality Managed Service Sample outputs
  • 5. Case study How we helped a major European Bank identify risk & cost savings through enhanced Data Quality Management
  • 6. Case study Data to Value were hired to deliver an end to end review of the bank’s derivative trade reporting data architecture, data quality and data modelling capabilities The objective was to increase regulatory reporting compliance through improved data quality, data coverage and more timely reporting Data to Value identified opportunities for using the latest NoSQL architectures to improve data retention, systems performance and data distribution Our consultants reverse engineered & profiled 3 complex data warehouses containing tables with tens of millions of trades in each warehouse. Findings and results were presented using a number of analytics and dashboards articulating clear business cases for strategic work as well as an incremental roadmap for resolving process and data issues
  • 7. Managed Services We offer a number of our services in cost effective remote and onsite managed formats
  • 8. Managed Services introduction We offer fully remote or onsite managed services We offer 5 core capabilities: Data Quality Management & Profiling Data Migration Database Reverse Engineering Data Management Data Insight We use Amazon web services to ensure: Maximum uptime & performance Responsive scalability Minimal cost to the client Information Security aligned to latest best practices Tools: We use a wide variety of the latest generation of Big Data, NoSQL tools Experian Pandora & Tableau for example are often used for DQ requirements and included for illustrative purposes in our cloud architecture below
  • 9. Managed Services - details Data Quality Management & Profiling Applying the latest data profiling techniques we identify anomalies and defects in your data. Data corrections can then either be made by our team or provided back to the customer as issues lists. Dashboards and metrics are used throughout to measure and present progress Prices start from £399 per day exc. VAT* • Dependent on data volumes & complexity Data Migration Implementing a new system and want to retain historical data? Provide us with your source data extracts, database(s) or other content and we apply automated discovery, mapping and transformation techniques to de-risk your data migration. Prices start from £599 per day exc. VAT* * Dependent on data volumes & complexity Database Reverse Engineering Legacy system that you don’t fully understand? We apply the latest metadata discovery and profiling techniques to understand the structure, content and design of your data sources. Packages are tailored to specific requirements – e.g. physical / logical data modelling, semantic / linked data requirements and business rules. Prices start from £599 per day exc. VAT* • Dependent on database technology & complexity Data Management Looking to outsource your data input, enrichment, mapping or reconciliation tasks to an experienced provider? We use the latest technologies and automation techniques to de- risk and reduce the cost of high volume, boutique data management tasks. Prices start from £599 per day exc. VAT* * Dependent on database technology & complexity Data Insight Looking for insights in your data but don’t want to commission expensive infrastructure and hire specialist staff? We can remotely analyse your data using the latest Data Science and Data Mining techniques. We present results back to you using the latest intuitive Data Visualization techniques enabling you to make robust decisions, quickly. Prices start from £599 per day exc. VAT* • Dependent on data volumes, structure & complexity
  • 10. Managed Services - Architecture Unstructured Data Documents, webpages etc. analysed - Customers - Products - Sales - Activities - Searches - … Issues, Insights and actions fed back into cycle Data Discovery Data Modelling Insights & enhancements presented using best practice artefacts Data ProfilingData Mining Clean, transformed, enriched, integrated, well defined data outputs Data Management Data Cleansing Standardising & enriching Reverse Engineering Documenting Data Sources Structured Data Disparate Files & Databases analysed
  • 11. Typical outputs DQ Issue lists & KPIs to guide decision making Powerful, interactive visualisations Models & Glossaries to understand what data assets you have & how to leverage them Dashboards articulating the data quality issues that are holding you back Clean, actionable & well structured data in a variety of formats
  • 12. Passionate, Innovative, Lean Lean Information Management specialists Data to Value Ltd. 2nd Floor Elizabeth House 39 York Road London SE1 8SW United Kingdom T +44 (0) 208 278 7351 www.datatovalue.co.uk info@datatovalue.co.uk