ACCELERATE TO THE NEW - accenture.com · holistic adoption campaign to fully transition to the...

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ACCELERATE TO THE NEW ACCELERATING BIG DATA ADOPTION

Transcript of ACCELERATE TO THE NEW - accenture.com · holistic adoption campaign to fully transition to the...

Page 1: ACCELERATE TO THE NEW - accenture.com · holistic adoption campaign to fully transition to the “new” Legacy data warehouses drive all functions across production use cases, analytics,

ACCELERATE TO THE NEW

ACCELERATING BIG DATA ADOPTION

Page 2: ACCELERATE TO THE NEW - accenture.com · holistic adoption campaign to fully transition to the “new” Legacy data warehouses drive all functions across production use cases, analytics,

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YOU MUST ACTIVELY DRIVE USER ADOPTION TO SUCCEED WITH YOUR BIG DATA PLATFORM

IT’S NO LONGER ENOUGH TO BUILD IT AND RELY ON THE PROMISE OF BIG DATA FOR USERS TO COME

Page 3: ACCELERATE TO THE NEW - accenture.com · holistic adoption campaign to fully transition to the “new” Legacy data warehouses drive all functions across production use cases, analytics,

THE BIG DATA JOURNEY TO THE NEW IS MULTI-PHASED

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The journey begins by migrating from the classical data warehouse and requires a holistic adoption campaign to fully transition to the “new”

Legacy data warehouses drive all functions across production use

cases, analytics, reporting, regulatory, finance, etc.

Migration to Big Data begins with a data lake supporting production

use cases and analytics with legacy data warehouses filling key

regulatory and reporting functions.

Hybrid architectures leverage on-premise data lakes as the system of record and cloud computing power

to support large scale Artificial Intelligence and Machine Learning.

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BIG DATA LAKE

NEXT GENERATION LAKE & CLOUD

CLASSICAL DATA WAREHOUSE

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A SUCCESSFUL JOURNEY CAN DRAMATICALLY CHANGE THE WAY YOU OPERATE

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The flexibility gained from adopting the “new” will translate to significant benefits for your organization

REDUCED INFRASTRUCTURE COSTS• OPTIMIZE STORAGE COSTS AND VALUE OF YOUR EDW • CAPEX TO OPEX SHIFT

NEW SOURCES OF REVENUE• REACH NEW/ADDITIONAL CUSTOMERS• NEW TRENDS AND MONETIZATION CAPABILITIES

INCREASED AGILITY & PRODUCTIVITY • FASTER DELIVERY OF SERVICES• PATH TO NEW CAPABILITIES

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BUT NEW CHALLENGES ALONG THE JOURNEY IMPACT ADOPTION ACROSS THE ENTERPRISE

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Big Data Platforms present unique challenges that slow efforts to move away from legacy and into the new

MORE SOPHISTICATED AI/ML TECHNIQUESAdvanced ML/AI require tuning and user-defined parameters

MORE COMPLEX DATA GOVERNANCEChanging regulations make accessing the right data harder

LARGER DATA ECOSYSTEMSNew ‘data lakes’ expose users to huge

amounts of datac

STEEPER LEARNING CURVELess mature and inherently more complex tools require more advanced training

LESS ENTERPRISE SUPPORTOpen source adoption has left user support to internal teams PLATFORM

ADOPTION

Page 6: ACCELERATE TO THE NEW - accenture.com · holistic adoption campaign to fully transition to the “new” Legacy data warehouses drive all functions across production use cases, analytics,

ADOPTION REQUIRES A MULTI-PRONG PROGRAM THAT INCLUDES USERS AND PLATFORM TEAMS

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Embedding a Core Adoption Program bridges the gap between end users and the platform teams to actively drive user adoption and satisfaction

PLATFORM TEAM

END USERS

USER ACCESS & ONBOARDING

TOOLS & DATA SUPPORT

COMMUNICATIONS & CHANGE MANAGEMENT

DATA QUALITY & TRUST

PLATFORM ROADMAP & FEATURE PRIORITIZATION

CORE ADOPTIONPROGRAM

User feedback

Best practices

KEY SUCCESS FACTORS

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Page 7: ACCELERATE TO THE NEW - accenture.com · holistic adoption campaign to fully transition to the “new” Legacy data warehouses drive all functions across production use cases, analytics,

MIGRATING FROM THE CLASSICAL DATA WAREHOUSE IS THE FIRST BIG HURDLE

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CLASSICAL DATA WAREHOUSE

CURRENT BIG DATA LAKE

NEXT GENERATION LAKE & CLOUD

Migration from a classical data warehouse to Big Data lake requires in-depth user support as this phase often faces the most resistance

USER ACCESS & ONBOARDING

TOOLS & DATA SUPPORT

COMMUNICATIONS & CHANGE MANAGEMENT

DATA QUALITY & TRUST

PLATFORM ROADMAP & FEATURE PRIORITIZATION

Develop end-to-end onboarding process

Clarity & support for end users on analytics toolset and

available data

Deliver consistent and informative communications to create awareness and gain

buy-in

Ensure only high quality, trustworthy data is made

available to end users

Prioritize feature development based on user feedback and co-

create roadmap with users

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Page 8: ACCELERATE TO THE NEW - accenture.com · holistic adoption campaign to fully transition to the “new” Legacy data warehouses drive all functions across production use cases, analytics,

EVOLVING FROM CURRENT BIG DATA LAKES TO THE NEW, WHERE IT MAKES SENSE, IS STEP TWO

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CLASSICAL DATA WAREHOUSE

CURRENT BIG DATA LAKE

NEXT GENERATION LAKE & CLOUD

Transformation to the new requires a fit-for-purpose strategy to take advantage of scale and speed offered by the cloud

USER ACCESS & ONBOARDING

TOOLS & DATA SUPPORT

COMMUNICATIONS & CHANGE MANAGEMENT

DATA QUALITY & TRUST

PLATFORM ROADMAP & FEATURE PRIORITIZATION

Analyze end-user usage patterns to determine who to

migrate to the cloud

Develop a migration strategy for data to the cloud and

tailored tools support

Deliver consistent and informative communications to create awareness and gain

buy-in

Holistic data trust approach working with end-users along the way to data in the cloud

Understand business unit priorities and long-term vision

to create a path for future cloud-native capabilities

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EXAMPLE COMPONENTS OF AN ADOPTION PROGRAM

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USER ACCESS & ONBOARDING

TOOLS & DATA SUPPORT

COMMUNICATIONS & CHANGE MANAGEMENT

DATA QUALITY & TRUST

PLATFORM ROADMAP & FEATURE PRIORITIZATION

• User consumption requirements analysis

• User access provisioning• Cloud set-up• Training content

development• Training delivery & logistics

• Historical data migration strategy & approach

• Data classification• Baseline query execution• Schema conversion &

optimization

• Communications strategy• Leadership alignment• Executive scorecard• User feedback channels• User satisfaction surveys &

dashboard

• Data filtering• Migrated data alignment

check• Operational and data

comparison reports• Data reconciliation• Intelligent data quality

enrichment

• Product development support

• Security operations• Cloud optimization services

• User proficiency profiles• User workflow analysis• Data readiness assessment• Platform access support• Team prioritization• Training content

development• Training delivery & logistics

• Legacy data mapping• Legacy code conversion &

migration• Dedicated virtual migration

support• In-person 1:1 office hours• Reference guides and job

aids• Digital code library

• Communications strategy• Leadership alignment• Executive scorecard• User feedback channels• User satisfaction surveys &

dashboard• De-provision tracking

• Multi-factor data quality assessment

• Data trust root cause analysis

• Data quality escalation• Data quality SWAT team• E-2-E data lineage mapping• Data ontology• Data standardization and

clean-up• Test mapping with test data

• Product development support

• Platform advocacy group• Design-led roadmap creation

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Page 10: ACCELERATE TO THE NEW - accenture.com · holistic adoption campaign to fully transition to the “new” Legacy data warehouses drive all functions across production use cases, analytics,

WHAT DOES A SUCCESSFUL ADOPTION PROGRAM LOOK LIKE

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0

2

4

6

0.5 1 1.5 2 2.5 3 3.5 4 4.5 5 5.5

x% 3x%DECREASED # OF

LEGACY USERS

INCREASED # OF ACTIVE USERS

INCREASED NET PROMOTER SCORE (NPS) FOR THE NEW PLATFORM

REDUCED INFRASTRUCTURE COSTS

Integrity

Accuracy

Timeliness

Conformity

Completeness

Consistency

INCREASED DATA QUALITY & TRUST

Page 11: ACCELERATE TO THE NEW - accenture.com · holistic adoption campaign to fully transition to the “new” Legacy data warehouses drive all functions across production use cases, analytics,

About Accenture

Accenture is a leading global professional services company, providing a broad range of services and solutions in strategy, consulting, digital, technology and operations. Combining unmatched experience and specialized skills across more than 40 industries and all business functions – underpinned by the world’s largest delivery network – Accenture works at the intersection of business and technology to help clients improve their performance and create sustainable value for their stakeholders. With 449,000 people serving clients in more than 120 countries, Accenture drives innovation to improve the way the world works and lives. Visit us at www.accenture.com

Key Contacts

Ramesh Nair

Managing Director, Financial Services

Leader, Applied Intelligence

[email protected]

Huendy Espinal

Manager, Financial Services

Applied Intelligence

[email protected]