Democratizing Data @Mobiliar to Foster Innovation Adrian Meyer - - PowerPoint PPT Presentation

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Mar 11, 2024 251 likes •460 views

Democratizing Data @Mobiliar to Foster Innovation Adrian Meyer Matthias Redlinger IT Architect for Data Full Stack Engineer Management @Mobiliar at Spoud AG Data Scientists Are Master Chefs Data Scientists Need Access to the Right

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Democratizing Data @Mobiliar to Foster Innovation

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Adrian Meyer

IT Architect for Data Management @Mobiliar

Matthias Rüedlinger

Full Stack Engineer at Spoud AG

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Data Scientists Are Master Chefs

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Data Scientists Need Access to the Right Ingredients

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The Problems We Have Today in Enterprises

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How It Should Be

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Democratizing Data @Mobiliar to Foster Innovation

Innovation through Data @Mobiliar

Trust Access

Data Logistics  (Demo) Metadata Catalog Knowledge Management Data to Value

Enable

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Democratizing Data @Mobiliar to Foster Innovation

«Transparency is the currency of trust.»

Freda Lewis, Pfizer

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Democratizing Data @Mobiliar to Foster Innovation

Standardizing the Visibility through Metadata

Profile

Type & Class

Lineage

Traceability

Relationships

Links & Dependencies

Access

Level of Classification

Use

Transactional Activity

Quality

Measured Metrics

Definition

Business Use

Ownership 

Responsible Parties

The goal of "good" quality is

High Usability + High Accuracy

Data Element

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Democratizing Data @Mobiliar to Foster Innovation

Measuring and Improving Data Quality

High Usability High Accuracy Physical  Verification Quantitative  Validation Qualitative  Validation Analytic  Modeling

Path of Improvement 

Quality is iteratively improved by applying a sequence of quality dimensions.    As an example for email address:

1. Improving conformity  

Do we have correct format #@#.##?

2. Improving availability 

Do all the customers have a valid email address?

3. Improving believability 

Are the email domains within an accepted value set?

4. Improving value-add 

How much business was generated with an email based campaign?

1 2 3 4 Goal

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Democratizing Data @Mobiliar to Foster Innovation

Innovation through Data @Mobiliar

Trust Access

Data Logistics  (Demo) Metadata Catalog Knowledge Management Data to Value

Enable

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Improving transparency

(Metadata Catalog)

Data is decentralized

(Federated Microservices)

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Agreement between

producer and consumer (Contract)

Self-service

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Focus on transport and

not data storage

Streaming as transport

(on-demand consumption)

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Democratizing Data @Mobiliar to Foster Innovation

Lessons Learned

Streaming data results in potentially reduced options of data presentation
Start and end-points of streams influence completeness and integrity
Data democratization takes a horizontal effort through the organisation
“Data to Information to Knowledge” is a fairly unknown construct
Measuring quality requires a methodical approach

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Thanks & Questions?

Adrian Meyer, adrian.meyer@mobi.ch Matthias Rüedlinger, matthias.ruedlinger@spoud.io

Democratizing Data @Mobiliar to Foster Innovation