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QUALITY
OF DATA
& COST OF
BAD DATA
IMPORTANCE
OF DATA
With the increase of data analytics tools
and software, ways of collecting and
understanding data is also increasing.
The spurt in the quest for accurate data
can be traced to various reasons.
In today's cutthroat market, progress depends increasingly on
analytical judgements and dynamic, data based decision making.
This has created a desperate need for credible and prompt sources
of data. As organizations begin to depend steadfastly on numbers,
we take a peek at what importance the accuracy of data can hold
and exactly how much bad data can cost a company.
Both the government and
corporates rely heavily on
data analytics software for
policy and critical business
decisions.
Accurate data helps
companies save billions
annually worldwide in
terms of
Hiring
Productivity, sales
and engagement
enhancing
Data transparency in a company
can eliminate the ‘Iceberg of
Ignorance’ to boost higher level
involvement and overall cost
cutting by at least 30% .
Policy
making
Customer
service outcome
?
Executive
decision
making
30%
Data utilization and dependence
has increased by about 20%
In the last one year alone.
25%25%
COST OF
BAD DATA
QUALITY
OF DATA
Since businesses depend so much on data,
making sure your data is credible is absolutely
imperative. The problem of bad data though,
is rather pervasive.
Understandably, inaccurate data comes
with enormous consequences to the future
of a company. It is therefore essential to
understand the veracity of your data.
Data Driven recommends
calculating the cost using the
‘Rule of Ten’: "It costs ten times
as much to complete a unit of
work when the data are flawed
in any way as it does when they
are perfect." And those costs
only continue to grow with the
growing dependence on data.
A full 95%of companies
want to spin their data into
insight; if that data is faulty,
it may keep them from
generating useful insight
and even guide them
in the wrong direction.
U.S. companies responding to a
survey felt that 32% of their
data is inaccurate, a 7% jump
from the same survey 1 year ago.
On average, 47% of data
records that are newly created,
have at least one critical error.
36%of CEOs feel that they
are unable to make data-driven
decisions until they have invested
significantly in data quality.
Around 56% of CEOs in a
study expressed concern about
the integrity of the data they are
using for decision making.
*1
*2
Of 75executives taking part in a study, only 3%found that their
departments fell within the acceptable range of correct data
records.
*3
11
3%
75
3%
75
95%95%95%95%
REASONS
FOR BAD DATA
QUALITY
A study indicates that bad
data costs U.S. companies
$3.1 TRILLION
per year.
By far the biggest reason is Manual Data entry. Accounting to human
error and a lack of charge, data entered manually has the highest risk
of being undependable.
Bad data weakens decision making,
as the quality of decisions is directly
correlated with the quality of the
data. And it makes it difficult to
execute any data strategy.
Various studies conducted to find
out the reasons behind the creation
of bad data have unearthed factors
which contribute most significantly
to the dilution of the quality of data.
About Sapience
Sapience Analytics, a US-based corporation is a market leader in People Analytics and provides a unique
enterprise workforce analytics and efficiency solution.
Sapience delivers unprecedented visibility into work patterns and behavior in an organization, which is being
used by leaders of over 90 major customers across 18 locations to make better- informed decisions and
improve operating efficiencies across their enterprises.
The Sapience platform focuses on helping companies achieve improved efficiencies for staffing, workload
optimization, process improvement, robotic process automation, and outsourcing governance.
Sapience is the recipient of several industry awards for its innovative product and fast growth, including Dun
& Bradstreet, Frost & Sullivan, TiE50 – Bay area, NASSCOM, and IDG Channel World.
For more information, please visit www.sapience.net
© 2018 Sapience Analytics I www.sapience.net I marketing@sapience.net
??
* study appendix details
1. According to KPMG study-
2. According to Nielsen survey- https://www.edq.com/globalassets/white-papers/data-quality-benchmark-report.pdf
3. A study published by Harvard Business Review- https://hbr.org/2017/09/only-3-of-companies-data-meets-basic-quality-standards
https://www.financialexpress.com/industry/technology/how-trustworthy-is-data-that-analytics-throws-up-kpmg-rings-warning-bell/988608/

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Infographic | Quality of Data & Cost of Bad Data | Sapience Analytics

  • 1. QUALITY OF DATA & COST OF BAD DATA IMPORTANCE OF DATA With the increase of data analytics tools and software, ways of collecting and understanding data is also increasing. The spurt in the quest for accurate data can be traced to various reasons. In today's cutthroat market, progress depends increasingly on analytical judgements and dynamic, data based decision making. This has created a desperate need for credible and prompt sources of data. As organizations begin to depend steadfastly on numbers, we take a peek at what importance the accuracy of data can hold and exactly how much bad data can cost a company. Both the government and corporates rely heavily on data analytics software for policy and critical business decisions. Accurate data helps companies save billions annually worldwide in terms of Hiring Productivity, sales and engagement enhancing Data transparency in a company can eliminate the ‘Iceberg of Ignorance’ to boost higher level involvement and overall cost cutting by at least 30% . Policy making Customer service outcome ? Executive decision making 30% Data utilization and dependence has increased by about 20% In the last one year alone. 25%25%
  • 2. COST OF BAD DATA QUALITY OF DATA Since businesses depend so much on data, making sure your data is credible is absolutely imperative. The problem of bad data though, is rather pervasive. Understandably, inaccurate data comes with enormous consequences to the future of a company. It is therefore essential to understand the veracity of your data. Data Driven recommends calculating the cost using the ‘Rule of Ten’: "It costs ten times as much to complete a unit of work when the data are flawed in any way as it does when they are perfect." And those costs only continue to grow with the growing dependence on data. A full 95%of companies want to spin their data into insight; if that data is faulty, it may keep them from generating useful insight and even guide them in the wrong direction. U.S. companies responding to a survey felt that 32% of their data is inaccurate, a 7% jump from the same survey 1 year ago. On average, 47% of data records that are newly created, have at least one critical error. 36%of CEOs feel that they are unable to make data-driven decisions until they have invested significantly in data quality. Around 56% of CEOs in a study expressed concern about the integrity of the data they are using for decision making. *1 *2 Of 75executives taking part in a study, only 3%found that their departments fell within the acceptable range of correct data records. *3 11 3% 75 3% 75 95%95%95%95%
  • 3. REASONS FOR BAD DATA QUALITY A study indicates that bad data costs U.S. companies $3.1 TRILLION per year. By far the biggest reason is Manual Data entry. Accounting to human error and a lack of charge, data entered manually has the highest risk of being undependable. Bad data weakens decision making, as the quality of decisions is directly correlated with the quality of the data. And it makes it difficult to execute any data strategy. Various studies conducted to find out the reasons behind the creation of bad data have unearthed factors which contribute most significantly to the dilution of the quality of data. About Sapience Sapience Analytics, a US-based corporation is a market leader in People Analytics and provides a unique enterprise workforce analytics and efficiency solution. Sapience delivers unprecedented visibility into work patterns and behavior in an organization, which is being used by leaders of over 90 major customers across 18 locations to make better- informed decisions and improve operating efficiencies across their enterprises. The Sapience platform focuses on helping companies achieve improved efficiencies for staffing, workload optimization, process improvement, robotic process automation, and outsourcing governance. Sapience is the recipient of several industry awards for its innovative product and fast growth, including Dun & Bradstreet, Frost & Sullivan, TiE50 – Bay area, NASSCOM, and IDG Channel World. For more information, please visit www.sapience.net © 2018 Sapience Analytics I www.sapience.net I marketing@sapience.net ?? * study appendix details 1. According to KPMG study- 2. According to Nielsen survey- https://www.edq.com/globalassets/white-papers/data-quality-benchmark-report.pdf 3. A study published by Harvard Business Review- https://hbr.org/2017/09/only-3-of-companies-data-meets-basic-quality-standards https://www.financialexpress.com/industry/technology/how-trustworthy-is-data-that-analytics-throws-up-kpmg-rings-warning-bell/988608/