This Research Report examines the benefits of data warehouse solutions that offer rapid information delivery while minimizing complexity for users and IT.
Peter Krensky, Research Analyst, Analytics & Business Intelligence
Report Highlights
Defining the Best-in-
Class Fast, simple data
warehouses get more users engaged more often
Improvements in data trust,
collaboration, and customer response time
Complementary analytical tools
p2 p3 p5 p7
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Be Smart, Keep it Simple
Decision makers need data, and they need it now. As the pace of business continues to accelerate, organizations are leaning heavily on data warehouses to deliver analytical grist for the mill of daily decisions. According to recent research by Aberdeen Group, 66% of organizations report that their "decision window"
has shortened in the past two years (see sidebar). The average user only obtains pertinent information within that decision window 70% of the time. This same collection of organizations listed the growing volume and complexity of data as a top pressure driving analytical initiatives.
IT departments must grapple with the task of managing huge amounts of data and distributing actionable information quickly.
Many data warehouses are not designed to handle either
demand. They lack the firepower to achieve the necessary speed of information delivery and are too convoluted to be optimally leveraged by users. Organizations that have invested resources to modernize their data warehouses demonstrate desirable results for IT and for users.
Methodology
Aberdeen identified all respondents to the 2014 Business Analytics survey with a data warehouse solution currently implemented, and divided them into three maturity classes (Figure 1). The metrics used to distinguish the organizations' performance are indicative of fast data warehouses that consistently deliver a user friendly experience.
Decision makers
need data and they
need it now. As the
pace of business
continues to
accelerate,
organizations are
leaning heavily on
data warehouses to
deliver analytical
grist for the mill of
daily decisions.
Aberdeen defines the decision window as the period of time when information is valuable for a choice at hand.
www.aberdeen.com Best-in-Class users are nearly universally satisfied with the speed
of information delivery from their data warehouse. Rapid information access helps decision makers consistently obtain salient data points at critical moments. On average, the Best-in- Class obtain pertinent information within the decision window 92% of the time. Best-in-Class organizations also invest in tools that are easy to learn and offer a user-friendly interface. Ninety- seven percent (97%) of the Best-in-Class are satisfied with the ease of use of their analytical tools. Data warehouses that present unnecessary complexities frustrate users and create extra support work for IT. Systems that are simple for users and IT create fewer problems and carry a lower total cost of
ownership (TCO). Finally, the most important function of a data warehouse is giving users access to all of the information they need to make decisions. Ninety-seven percent (97%) of the Best- in-Class are satisfied with their solution in this regard.
Simple + Fast = More Engaged Users
Aberdeen's data shows that when a data warehouse is easy to manage and dependably fast, more employees want to access it more often (Figure 2). The Best-in-Class deliver BI functionality to 76% of employees who have expressed a need or desire for
Industry Coverage
Aberdeen collected data from 362 organizations in the following industries:
• Technology (software, hardware, or services)
• Professional Services
• Manufacturing
• Non-Profit (including public sector, government, and education)
• Financial Services
• Retail
• Utilities (oil, gas, electric, etc.)
• Logistics (wholesale, distribution, field service, etc.)
• Healthcare
Measuring each organization against these metrics allows for a breakdown into three maturity classes, as described below:
• Best-in-Class: top 20% of performers
• Industry Average: middle 50% of performers
• Laggard: bottom 30% of performers
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analytics. A simple analytical solution is easier to proliferate throughout the organization, additional users are less of a burden on IT, and fewer resources are expended on training and onboarding. Painlessly granting BI access to more employees is also a self-perpetuating practice. As employees have their prayers for analytical functionality answered and sing the praises of their fast and simple data access, their peers will also want in.
Figure 2: A Stronger User Base
Fast, simple data access not only facilitates analytical
proliferation, but it also heightens engagement. Best-in-Class organizations have 72% more users per capita engaging BI on a weekly or more frequent basis. Users working with top-of-the- line data warehouses will engage more frequently because they consistently get data quickly and their experience is streamlined.
Regular access fosters an analytical culture within the organization, where data is always brought to bear on key decisions. Conversely, users who are consistently frustrated or disappointed by their data warehouse will deprioritize data engagement as part of their decision making process.
Users working with top-
of-the-line data
warehouses will engage
more frequently because
they consistently get
data quickly and their
experience is
streamlined.
www.aberdeen.com Users on the frontlines need the ability to find pertinent
information as needed, without waiting on IT. Line of business decision makers frustrated with their ability to leverage data should push for self-service capabilities. A high percentage of self-sufficient users also enables technical experts to create additional value from data instead of spending their time bogged down with administrative duties. Saving time, energy, and resources that would have been needlessly exhausted on administration is the mark of an impactful, modern data warehouse.
Improve Data-Driven Decision Making
Organizations with Best-in-Class data warehouses not only strengthen their analytical user base, but they improve overall analytical performance as well (Figure 3). Eighty-eight percent (88%) of the Best-in-Class achieved an improvement in data trust over the past year. When data access is simple and users
consistently get desired information quickly, trust grows. Simple data warehouses make it easier for IT to monitor data quality and ensure that users work with data that is accurate and complete.
The Best-in-Class are 41% more likely than all other
organizations to have achieved an improvement in customer response time. Customers usually seek highly specific data points, and customer-facing employees need to smoothly cut through all of the non-pertinent information in the system. When a customer service rep is presented with an inquiry, he/she can quickly track down the information without unnecessarily wasting the customer's time or submitting an IT request. Ideally,
exhausted on
administration is the
mark of an impactful,
modern data warehouse.
The Best-in-Class are
41% more likely than All
Others to have achieved
an improvement in
customer response time.
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information can be found without even putting the customer on hold. CMOs that trumpet their organizations as customer- focused should be especially interested in technologies that drive improvements in customer response times and overall experience.
Figure 3: Improvements in the Past 12 Months
Fast and simple data warehouses helped 82% of the Best-in- Class drive an improvement in collaboration among internal departments. When data access is simple, multiple users in different departments can easily work from the same
information towards a common goal. Just as customer requests for information move more quickly with a Best-in-Class data warehouse, so too do requests for information between lines of business. For example, a sales manager with multiple deals stuck in the pipeline can quickly reach out to marketing for customer data that will help reps breakthrough. Aberdeen's report, Analytical Collaboration: The Whole is Greater than the Sum of Its Parts, shows how overall performance improves when users share data and insights.
Read the full
report: Analytical
Collaboration:
The Whole is
Greater than the
Sum of Its Parts
www.aberdeen.com The total time needed for decisions also decreases as business
leaders spend less time obtaining data and more time working with it. For example, a CIO trying to prioritize major investments can query data from multiple lines of business in a single, brief session and spend more time figuring out which functions merit the most resource allocation. As data is rapidly delivered, the end-to-end process of that complex decision is accelerated.
Technology Enablers
Best-in-Class data warehouses are supplemented by modern tools that drive speed and simplicity in data access (Figure 4).
Eighty-five percent (85%) of the Best-in-Class have achieved real or near, real-time time reporting and analysis. Early data
warehouses only needed to create reports using batch processing to deliver information at regular intervals. Now, customers are generating new, valuable data from their mobile devices every second, and smart machines are self-reporting performance data in real-time. This data streaming ability, when handled properly, presents exciting opportunities for multiple lines of business. Real-time analytics, when coupled with a modern data warehouse, enable users to apply their
understanding of massive historical data sets to constantly- arriving data, whether it is created by customer interactions or internal operations.
IT departments need to gather, manage, and distribute huge data volumes on a daily basis, especially if they are working with real-time data. Eighty percent (80%) of the Best-in-Class employ data management tools. These tools enable IT to corral the huge data volumes and make that information immediately available
less time obtaining data
and more time working
with it.
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for consumption by the user base. Capabilities such as data quality tools and governance technology ensure that data is up- to-date, accurate, and secure. Effective data management tools also free up IT personnel to pursue endeavors such as building predictive models or other advanced analytics.
Figure 4: Complementary Analytical Tools
Finally, over three-quarters of the Best-in-Class have interactive data visualization tools. Interactive visuals present the top layer of data and encourage users to dig deeper and expand their initial insights. A fast, uncomplicated data warehouse enables users to pursue opportunities in different data sources and immediately start performing analysis. For example, a marketing manager that recognizes a cluster of similar closed deals on his/her dashboard can explore customer data to identify cross- sell and up-sell possibilities. Aberdeen's Interactive Data Visualization: Strategies and Key Technologies explores the strategies and capabilities that make interactive visualization an effective conduit for data engagement.
Key Takeaways
Organizations are collecting more data than ever and decision makers want faster, more comprehensive access to help mold
Read the full
report: Interactive
Data
Visualization:
Strategies and
Key Technologies
www.aberdeen.com that deliver information when it matters, should consider the
following:
Users appreciate an easy, streamlined experience.
Compared to all other organizations, the Best-in-Class deliver BI functionality to 77% more analytical employees per capita. These users engage BI tools more frequently and are more likely to operate in a self-service capacity.
Simplicity enables IT to proliferate analytical
functionality throughout the organization and ease-of- use keeps decision makers eager to engage with data.
Superior data warehouses drive analytical
improvements. Best-in-Class organizations are more likely to have achieved recent improvements in data trust, collaboration, customer response time, and the speed of decision making. Keeping data systems simple helps technical experts ensure that users only engage quality data. Rapid data access enables decision makers, in different lines of business, to quickly exchange
pertinent information. Customer service reps can also track down requested information faster and improve overall customer experience.
Complementary tools help users and IT get it done.
Modern analytical tools maximize the impact of data warehouse solutions. Eighty percent (80%) of the Best-in- Class have data management tools and 77% have
interactive data visualization. These tools enable optimized delivery of information and more efficient
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allocation of IT resources. Additionally, 85% of the Best- in-Class have the ability to work with real-time data.
Slow, complicated, and expensive is no way to go through your analytical life. When pondering how to optimize the impact of a data warehouse solution, don't overthink it. Help IT streamline implementation and delivery, empower users to access data quickly, and always keep it simple.
For more information on this or other research topics, please visit www.aberdeen.com.
Related Research Real-Time Executives: Streaming Data into the C-
Suite; May 2014
Best-in-Class Reporting and Dashboards: The Workhorse of Analytics; May 2014
Holistic BI: Three Cogs in a Well-Oiled Analytical Machine; May 2014
Big Data Perspectives: Users vs. IT; April 2014 Interactive Data Visualization: Strategies and Key Technologies; March 2014
Analytical Collaboration: The Whole is Greater than the Sum of its Parts; July 2013
Author: Peter Krensky, Research Analyst, Analytics & Business Intelligence ([email protected])
About Aberdeen Group
Aberdeen Group conducts research focused on helping business leaders across sixteen different B2B technology disciplines improve their performance.
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This document is the result of primary research performed by Aberdeen Group. Aberdeen Group's methodologies provide for objective fact-based research and represent the best analysis available at the time of publication. Unless otherwise noted, the entire contents of this publication are copyrighted by Aberdeen Group, Inc. and may not be reproduced, distributed, archived, or transmitted in any form or by any means without prior written consent by Aberdeen Group, Inc.