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Information Technology Decision Support Systems Laboratory
- [Revised Version] –
Practice guide
Information Governance
What is it?
How to implement it?
Information Technology
Decision Support Systems Laboratory
Practice Guide
Information Governance: What is it? How to implement it?
Published by: Decision Support Systems Laboratory Monash University PO Box 197 Caulfield East, Victoria 3145 Australia.
Telephone Fax
03-9903 1950 03-9903 2005
IDD 61-3-9903 1950 IDD 61-3-9903 2005
http://dsslab.infotech.monash.edu.au/index.php/informationgovernance
Copyright © 2014 Monash University.
All rights reserved.
No part of this practice guide can be reproduced, stored in a retrieval system, or
transmitted in any form or means, electronic, mechanical, photocopying, recording or
otherwise without the prior written permission of the publisher. This technical report
may be cited in academic works without permission of the publisher.
Information Technology
Decision Support Systems Laboratory
Contents
1. Overview ............................................................................................................................................... 1
2. What is information governance? ........................................................................................................ 4
3. How to implement information governance? ...................................................................................... 7
Establishment of the general IG framework ............................................................................................. 9
Plan ......................................................................................................................................................... 12
Deploy ..................................................................................................................................................... 14
Evaluate................................................................................................................................................... 15
4. How to implement IG in different scenarios? ..................................................................................... 16
5. Summary ............................................................................................................................................. 19
Template □A : Value statement for the information governance framework .......................................... 21
Template □B : Assessment of the current situation of the organization under the taxonomy angle ...... 25
Template □C : Example of alignment of information to a particular business objective .......................... 26
Template □D : Approaches that can be used to measure attitudes towards the implementation........... 27
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Information Governance: What is it? How to implement it?
1. Overview
Organizations have long realised that
information plays an important role to
produce economic benefits. But organizations
often struggle with the way to shape their
information environment to achieve
economic gain, especially when it comes to
allocate roles and responsibilities over
information and make the most out of the
technological aids available. There are
numerous examples that show companies
losing large amounts of money due to many
different information-related issues such as:
operational errors resulting from poor data
quality, decisions based on inaccurate
information, misuse of confidential data, etc.
Information is a valuable asset, but its
intangible nature makes it hard to shape it in
a more or less defined framework of use
across the entire organization. Also, the
interests of use of information vary across the
different units of the organization, which adds
to that difficulty of regulation. The problem
increases when considering the needs of
different organizations. In fact, many
organizations simply struggle with collecting
data, others have the data but do not know
how to effectively structure or integrate it,
others constantly battle with its quality and
how to make sense of it, and others try to use
information to trigger strategic changes for
competitive advantage. Many organizations
face all those problems at once.
Information management vs. information
governance
The position taken in this research is that the
problem should be tackled from an
information governance perspective and not
from an information management perspective
only. Governance has a permanent presence
in the organization, establishing a stable
framework of ‘who’ should be making
decisions around information to influence
desirable behaviour of employees around
organizational objectives. Management is the
immediate execution of the guidelines
established by the governance framework.
Filling in the gap
Up to now, academic literature has mainly
provided guidance on governance of
information technology (IT), stressing the
‘technology’ part and not much the
‘information’ part. Vendor and consultant
literature have been progressively introducing
the concept of ‘data governance’, however
this concept again mainly revolves around
technical issues and in general it lacks
empirical validity to provide credibility in
academic and practitioner circles. In
consequence when organizations are faced
with the problem of implementing an
information governance framework, they
have no reliable guidance on how to do it
effectively.
In order to fill that gap, this document
presents the current result of academic
research that investigates the meaning of the
concept information governance and the way
to implement it effectively in the organization.
The research conducted has not only included
an exhaustive revision of academic literature
on related topics such as corporate
governance, IT governance, and
organizational design. It has also covered
practitioner, consultant, and vendor
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literature1, and most importantly it has
sourced its fundamental building blocks from
insights provided in individual interviews and
a focus group by an elite sample of top
senior business and IT executives from large
companies in different industry sectors such
as telecommunications, financial services,
retail , mining, technology, and heav y
manufacturing, by senior executives of
consulting companies, and by information
systems academics. The main characteristics
of the method of implementation presented
in this document were extracted directly
from the information collected. The most
relevant characteristics are summarised
below:
Table 1: Some characteristics of an information governance framework
Information governance should be tailored to the needs of each organization.
Information is a concept that is understood differently by each organization.
Information governance should account for four aspects: socio-political aspects, economic aspects, technological aspects, and organizational contingencies
The core of the implementation is defined by the way an organization is capable of aligning those four aspects to the way the organization understands information.
Implementation should be flexible to account for the complex environment of organizations
Implementation should be approached as a long-lasting commitment in the organization, rather than a one-time project.
Implementation should consider the establishment of a flexible organization-wide level and a specific level of implementation defined by the needs of the organization.
What’s the benefit of implementing information governance?
Doesn’t this mean introducing more complexity into the organization?
Organisations that have endured the pain of
financial loss due to a messy information
environment clearly understand the need of
organizing governance around information,
and evidently those who have not considered
it yet are probably in risk or missing a better
way of doing things.
Many organizations are weary of
implementing programmes that sound very
big and unattainable. However there is a
crucial aspect that organizations should be
able to understand. Dealing with information is
a complex problem, because of the very
intangible nature of information.
Additionally, organizations live and develop in
complex and competitive environments. In
consequence, organizations should be able to
respond to that complexity not by simplifying
their own structures, but by increasing its own
complexity to the level of the environment,
what is known as ‘requisite complexity’.
1 Some of the sources revised are SAS, Gartner, IBM, DGI, and Mike 2.0
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Understanding the complexity of the
environment is achieved by having permanent
dynamic cycles of implementation of
information governance operating at a
specific level, able to respond to needs of
particular business units and able to use
information to adapt and innovate. These
particular cycles should be guided by general
objectives set in an information governance
framework at an organization-wide level,
flexible enough to allow business units make
their own decisions about information.
In consequence, an information governance
implementation that explicitly describes
allocation of decision rights, considering
contingencies, economic and technological
aspects will help organizations take full
advantage of its information environment in
order to support strategic decisions, regular
operations, or the implementation of specific
projects, and in order to level the organization
to the complexity of the environment.
What’s in this guide?
This guide is divided into three parts:
The first part presents the conceptualisation of information governance by explaining a way to approach information and a way to understand how to govern it.
The second part presents a method to implement information governance, describing each stage of the process, starting with the establishment of an organizational-wide information governance framework to then proceed with the specific cycles of implementation.
The third part of the guide contains templates and examples of specific activities that are mentioned in the method of implementation in order to provide ideas to practitioners on how to execute the process. The templates are by no means a strict recipe to follow. They should be used as reference only, organizations are encouraged to adapt them or create new ones in order to accommodate to their particular circumstances.
Definition
Implementation
Examples
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2. What is information governance?
The term “information governance” or “data
governance” has become a buzz word in
white papers, consultant literature and
practitioner magazines. However, an
exhaustive common definition resulting from
academic empirical research has never been
attempted, until now.
What to govern?
The first thing to clarify is: what’s exactly the
‘thing’ to be governed? In other words,
what’s ‘information’? People have different
ideas of what the concept means, and
consequently organizations may consider the
concept of information differently, and even
the same organization may use different
definitions in different situations. This
research has found that one way an
organization can define the boundaries of the
information to govern is by using a
combination of three angles to view
information: a taxonomy-based angle, a
format-based angle, and a content-based
angle.
○1 Taxonomy-based angle: This angle offers
four views to understand information2:
Token view: Under this view data and information are the same. Data is considered ‘tokens’ that can be manipulated by processes. Bits of data have no particular relation among themselves, data can act as input or output of a process, and it does not include human interpretation. An example of this could be the individual values that are stored in tables in a data base that can be taken and processed.
Syntax view: Under this view tokens are seen as having relationships among themselves and that relationship can be measured. This type of information is objective and still independent from the observer. It does not consider human
interpretation or meaning. For example, this is the type of information that is observed when identifying and measuring attribute relationships across different databases.
Representation view: This view incorporates human interpretation; it considers information as a model of something to someone. Meaning emerges from a sign that stands for an object to an individual, assuming an objective reality. For example, this is the view that is used when an analyst examines financial transaction records of purchases and interprets that the latest marketing campaign is being successful.
Adaptation view: This view considers that information is created when a system perceives a “difference” in its environment. That difference alters the system. Reality is subjective because the interpretation of what a “difference” is depends on the system. The “system” can be a single individual or the organization as a whole. For example if a company perceives that sales are declining, and that declining makes a difference to the firm, then there is information. If the company does not perceive the declining of sales or the perception makes no difference to the company, then there’s no information.
○2 Format based angle: Additionally, the
organization may find useful to classify
information into structured information (the
one formatted inside data bases) and
unstructured information (the one found
under undefined formats in documents,
invoices, emails, informal communication
channels, etc.).
○3 Content based angle: Also, the
organization may find useful to classify its
information into relevant business subjects
or core business concepts (e.g. information
about the customer, about products, about
lines of business, etc.)
2 McKinney, E., & Yoos, C. (2010). Information about information: A taxonomy of views. MIS Quarterly, 34(2), 329-344
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Taxonomy angle
Format
angle Content
angle
The organization may decide to integrate the
three perspectives according to its own needs
to define information in order to establish the
information governance framework. For
example, the organization may decide to
govern mainly information that is structured
(format angle), for the token and
representational views (taxonomy angle), for
information about the customer, products,
suppliers, etc. (content angle).
Aspects of Governance
After understanding what is being governed,
it is time to define the aspects of governance
that have to be considered to build an
information governance framework. These
aspects are described below.
Aspects of governance to be considered
Socio political
aspects of IG
These aspects represent how the organization allocates decision rights to
encourage desirable behaviour in the use of information, by making use of
formal structures, acknowledging informal structures, and using mechanisms
like policies, rules, procedures, and committees to enforce the objectives of a
governance framework.
Business strategy
aspects of IG
These aspects refer to the way an organization plans to achieve economic gain
out of the information views, for example by aligning business objectives or its
strategy with the use of information.
Technological
aspects of IG
It represents the way the organization makes use of technology to benefit
from all views of information. These aspects refer to IT infrastructure, IT
architecture, applications, master data, metadata, access, security, storage,
etc.
Contingencies
They are the particular characteristics of an organization that influence how
socio-political, economic, and technical aspects of the information happen in
each organization. They may include internal contingencies (e.g. corporate
culture, political relationships, employee skill level, etc.) or external
contingencies (e.g. industry sector, regulators, competitors, etc.)
Figure 1: Defining organizational information
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Putting it all together
When combining the perspective on
information an organization has together with
the aspects of governance, it is possible to
define information governance.
In fact, what defines information governance is
the way an organization describes its
information and aligns it to the aspects of
governance.
Figure 2 presents a model that captures the
main elements of the definition of information
governance. Notice that information takes a
central place as the core element of the
governance framework. The aspects of
governance moderate and influence each other.
Socio
-po
liticalasp
ectsTe
chn
olo
gica
l as
pec
ts
Contingencies
Business strategy aspects
INFORMATIONTaxonom
y
Angle
Content Angle
Format Angle
Figure 2: The concept of information governance
Information governance refers to the
arrangement of the organization’s socio-
political aspects, business strategy aspects,
technological aspects, and contingencies in
order to obtain economic benefit from its
information.
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3. How to implement information governance?
The implementation of information
governance has two main levels: a general
organization-wide level where the overall IG
framework for the organization is established,
and a particular level where specific
implementations are developed in a
continuous fashion (Figure 3). The nature of
the specific implementations is decided
according to the needs of each organization
(e.g. by business unit, by business objective,
by project, etc.).
Socio
-po
liticalasp
ects
Tech
no
logi
cal
asp
ect
s
Contingencies
Business strategy aspects
INFORMATION
Plan Deploy
Evaluate
IG Framework
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-po
liticalasp
ects
Tech
no
logi
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asp
ect
s
Contingencies
Business strategy aspects
INFORMATION
Taxo
nom
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gle
Content
angle
Format angle
Taxo
nom
y an
gle
Content
angle
Format angle
Figure 3: Method to implement information governance
Organization wide level: Settling the
foundations
The general IG framework settles the
overarching guidelines that will serve as a
reference for particular implementations. It
represents a rather stable environment that
intends to anchor the values of the
implementation into the core of the
organization. The idea is to establish
objectives and goals around information, but
leave specific decisions on how to achieve
those objectives to the groups in the
organization that will carry out particular
implementations.
During the establishment of the IG
framework, the organization is called to
identify, among others, the following aspects:
sponsors of the implementation, objectives of
the IG programme, motivations that drive the
implementation, boundaries that will define
the scope of the implementation, the way the
framework will support the business strategy,
the way technology will support the
implementation, the way information can be
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assigned economic value, external and
internal contingencies to consider, general
rules and policies, the nature of the particular
implementations that will be developed, etc.
Specific implementations: Launching
particular implementations
While the IG framework is seen as a more
stable environment, a specific
implementation is regarded as a dynamic on-
going cycle that is capable of responding to
particular environmental contingencies and
still able to comply with the main objectives
established in the general IG framework.
There are three main activities that are
constantly being performed during a specific
implementation cycle: plan, deploy, and
evaluate. The main objective of each cycle is
to achieve alignment between information
and the business strategy aspects, socio-
political aspects, technological aspects, and
contingencies.
The implementation of information
governance may consist of more than one
cycle (Figure 4). For example, an organization
may decide to run one cycle of
implementation per business unit. Another
organization may decide to run cycles for
particular business objectives. All cycles may
have different particular objectives, however
they must follow as reference the objectives
set in the general IG framework. Also, after
each cycle reaches its evaluation phase and
comes back to review its plan, it is necessary
to communicate any feedback to the general
IG framework in order to contribute to its
improvement. The following sections present
in detail the activities for the implementation
of information governance.
IG Framework
Socio
-po
liticalasp
ects
Tech
no
logi
cal
asp
ect
s
Contingencies
Business strategy aspects
INFORMATION
Evaluate
Plan
Socio
-po
liticalasp
ects
Tech
no
logi
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asp
ect
s
Contingencies
INFORMATION
Deploy
Socio
-po
liticalasp
ects
Tech
no
logi
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asp
ect
s
Contingencies
Business strategy aspects
INFORMATION
Plan Deploy
Evaluate
Evaluate
Plan
Socio
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liticalasp
ects
Tech
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s
Contingencies
INFORMATION
Deploy
Evaluate
Deploy
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-po
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ects
Tech
no
logi
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asp
ect
s
Contingencies
Business strategy aspects
INFORMATION
Plan
INFORMATION
INFORMATION
Taxo
nom
y an
gle
Content
angle
Format angle
Taxo
nom
y an
gle
Content
angle
Format angle
Taxo
nom
y an
gle
Content
angle
Format angle
Taxo
nom
y an
gle
Content
angle
Format angle
Taxo
nom
y an
gle
Content
angle
Format angle
Business strategy aspects
Business strategy aspects
Figure 4: Context of the implementation of information governance
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Establishment of the general IG framework
IG Framework
Socio
-po
liticalasp
ects
Tech
no
logi
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s
Contingencies
Business strategy aspects
Socio
-po
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Tech
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Contingencies
Business strategy aspects
INFORMATION
Plan Deploy
EvaluateTaxo
nom
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Content
angle
Format angle
Taxo
nom
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Content
angle
Format angle
The establishment and communication of the
general IG framework at an organization-wide
level is the first stage to start the
implementation. This phase represents the
explicit recognition of the need to formalise
existing tacit practices and to incorporate new
ones. It is fundamental to understand that
this general framework represents a
reference guide for the organization, flexible
enough to allow each particular
implementation to decide on how to achieve
the general objectives. There are two steps in
the establishment of the framework: an
initiation and a diagnose step.
Initiation
This first step represents the kick-off of the
implementation which should be sponsored
by a senior management group, with
representation from different areas of the
business. This group can become the
organization’s “information council” to
foresee and referee information disputes in
the future.
The group should approve a value statement
which as a minimum it should contain:
Objectives of the implementation.
Definition of the core business strategy
that should be supported. See Template
□A section 2 for possible alternatives to
consider.
Definition of what is considered to be the
information that should be governed in
terms of its format, content, and
taxonomy. For example, an organization
may define as ‘governable’, information
that is mainly structured (format) and
refers to customer, product, sales,
deliveries, and suppliers (content), with a
strong emphasis on the representation or
interpretation (taxonomy) of the data (see
Template □A section 4 for details).
Identify the value of information and
prioritise (see Template □A section 5 for
techniques).
Estimated economic benefit drawn from
the implementation
Definition of the nature of the particular
cycles of implementation that will be
deployed and the prioritisation of the
cycles. The “nature” of the iteration refer
to the criterion that defines an iteration.
For example, iterations can be done by
business units, or by general business
objectives, by projects, etc. Once the
criterion is clear, it is necessary to prioritise
the order of the iterations. Two techniques
that can be considered to define the order
are the prioritization quadrant analysis,
and the prioritization matrix. These two
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techniques are presented in Template □A
section 8.
Definition of a regulatory framework
around information that will apply at an
organization-wide level. It is important to
consider that the framework has to be
adequate for the purpose that it is
required without restricting important
aspects of the operation of the business
such as creativity or innovation that spring
from the use of information. Regulations
also need to be flexible enough to
accommodate for exceptions that are
required to help support business
operations.
Definition of the macro boundaries of the
implementation to understand the scope
where the framework applies (e.g. only
local business units, all international
business units, local units and key business
partners, etc.). See Template □A section 6
for details.
An initial implementation team can also be
established by the council at this point in
order to help put together the value
statement, generate diagnoses, and help
execute the implementation onto the next
phases.
Diagnose
It is fundamental to analyse and understand
the factors that drive the implementation.
Reconsider the effort of going ahead with the
implementation if the triggers found respond
purely to compliance with external or internal
regulators or the objective is purely to
underpin political struggles within the
organization. The drivers of the
implementation should respond to a genuine
motivation to obtain economic gain, to
achieve a common vision of information, or to
send a positive signal to the market.
Additionally, the organization should
understand how information is currently
being used under the four aspects of
information governance (economic value,
socio-political aspects, technological aspects,
and contingencies). A way to assess this is by
asking questions similar to the ones presented
in Template □B . Questions in that template
organize information according to the
taxonomy angle, classifying information into
the token, syntax, representation, and
adaptation views. Some questions can be
chosen to be discussed with users in order to
understand the current information
environment of the organization.
Finally it is important to identify current IG
practices that may be happening implicitly in
the organization, in order to enforce them or
replace them for better practices.
Table 2 summarises the activities of the
establishment of the information governance
framework.
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Table 2: Establishment of the general IG framework
Definition Activities Examples of possible actions to take or instruments to be used
People involved Deliverables
The initiation phase corresponds to the establishment of the IG foundations
Init
iati
on
Initial sponsorship: Definition of initial sponsors of the program, ideally they should be senior executives.
Meetings to delineate the first steps in the project.
Kick-off meeting to communicate to the rest of the company the intentions of the programme.
Value statement template
Senior management team.
The initial implementation team, preferably from different areas in the organization
Value statement document
Diagnose document containing the assessment in the four areas and recommendations for the following phase.
Value statement: Establish a value statement to specify the broad objectives expected, the definition of organizational information, the value and prioritisation of information, the estimated economic benefit drawn from the implementation, the definition of the nature of the iterations, the definition of a general framework of policies and rules, and the definition of the macro boundaries of the implementation.
Staffing: Definition of the senior management team or “information council” and establishment of the initial team that will be involved in the implementation. Definition of primary roles in the teams.
Dia
gno
se
Drivers of implementation: Clearly identify and state the triggers that drive the implementation
Questionnaire similar to the one presented in Template
□B , answered by information
users in individual and collective settings (workshops)
Stakeholder analysis
Instrument (e.g. flowchart) to determine information lifecycle considering line of business, products, customers, etc.
Collect manuals, reports, documents, data models, etc.
List and describe the main systems that support business operation and decision making.
List and describe the problems related to information reported by users.
Determine data architecture and infrastructure of the company.
Create a map or diagram that depicts all systems, inputs, and outputs per business unit, and of the whole organization.
List and define the environmental characteristics of the organization for example in regards to corporate culture, organizational structure, embracement of change, individual skills, etc.
Employee and team attitude assessment
Skill inventory analysis
The implementation team
Users that will provide input
Business use of the information: Assess how the business is currently using information, under the four views of information.
Technology assessment: Assess how technology is being used to make use of information, under the four views of information.
Socio-political factors: Assess the current socio-political scenario that makes use of information, under the four views of information in order to understand the formal and informal structures of the organization and behavioural processes
Contingencies: Assess contingencies at an individual and organizational level.
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Having the general IG framework as a
reference, this phase intends to lay down the
main directives that will guide the
implementation for the specific iteration that
has been defined (e.g. in a particular business
unit).
The main objective of this phase is to define
how the aspects of IG align to the information
relevant to govern. A way to achieve that is
shown in Figure 5 and described below. Refer
to Template □C for an example.
Identify business subjects involved
Determine information structuredness required
Determine views of information involved
Define roles
Define rules
Define policies
Define enforcing mechanisms
Identify information systems involved
Define infrastructure & architecture
needed
Set up security & access levels
Identify internal contingencies
Identify external contingencies
Identify a particular business objective to
tackle
Establish measures to evaluate the achievement of the business
objective
Establish measures to evaluate the execution
of socio-political aspects
Establish measures to evaluate the
implementation of technological aspects
Establish measures to evaluate the
management of contingencies
ORGANIZATIONAL STRATEGY ASPECTS
INFORMATIONSOCIO-POLITICAL
ASPECTSTECHNOLOGICAL
ASPECTSCONTINGENCIES
Establish measures
to evaluate the goals
established
Define goals expected
for the cycle
Establish measures to evaluate the definition of the information and the
goals defined
Figure 5: Planning a specific implementation
Define economic objective: Concentrate
attention on one particular business objective
that needs to be addressed. This objective
constitutes the driver of the iteration. If
considered appropriate, more than one
objective can be considered, otherwise
another business objective can be used to
trigger another iteration.
Profile the information required: The
organization needs to define the information
that is involved in the achievement of the
business objective. A way to describe it is by
defining business subjects, views of
information involved, and level of
structuredness required. Then, the specific
goals that need to be achieved during the
implementation cycle in relation to the
information described need to be established.
Establish socio-political aspects: Once the
required information is profiled, roles and
responsibilities around information can be
defined, as well as rules, policies, and
enforcing mechanisms.
Implement necessary technology: It is
important to assess the technological
platform required for example information
systems involved, infrastructure and
architecture needed, the security and access,
etc.
Cater for contingencies: It is also fundamental
to review internal and external contingencies
Plan
IG Framework
Socio
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Contingencies
Organizational Strategy
INFORMATIONINFORMATION
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Organizational Strategy
INFORMATION
Plan Deploy
Evaluate
INFORMATION
INFORMATIONTa
xono
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angle
Format angle
INFORMATIONTa
xono
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Content
angle
Format angle
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that may influence the implementation of the
implementation cycle.
Establish evaluation measures: Measures to
evaluate the implementation of the cycle
should be done not only for the particular
goals that are established for the particular
cycle (horizontal evaluation). The evaluation
should also be done for each one of the
aspects of information governance and for the
definition of information (vertical evaluation).
Financial and non-financial (e.g. perceptual
and behavioural) measures should be
considered. The organization has to decide on
the acceptance threshold for the measures
defined.
Additionally, another aspect that can be
considered during the plan phase is the
allocation of time and resources to implement
the iteration.
Consider a proof of concept
The first iteration can be considered as a
“pilot” or a “proof of concept” to identify
possible weaknesses and elements that may
jeopardise future iterations. Also having a
proof of concept helps demonstrate the
benefits intended.
Plan of a first iteration may include not only
tasks that start the cycle and occur once, it
may also include tasks that have to be
permanently monitored.
While planning, it is possible to find issues
that had not been considered before and that
might be beneficial to communicate to the
entire organization. Therefore it is advisable
to feed that information back to the general
IG framework to include those new elements.
Table 3: Plan phase
Definition Activities Examples of possible
instruments to be used People involved Deliverables
This phase represents a detailed planning of a particular iteration, focusing on aligning the aspects of information governance to the definition of organizational information. Also, approximate time scope and resources available should be established.
Organizational strategy aspects: Determine a business objective to be tackled
Example in Template □C
Workshops integrating specific users can provide input to clearly define the particular business objectives, the responsible roles, the appropriate technology and contingency plans.
The implementation team
Employees that will most likely be engaged with implementation and/or ongoing execution of governance.
Design document for the iteration including time line and resources for completion.
Information: Define organizational information to be governed and the information goals expected for the cycle
Socio-political aspects: Determine the specific rights, responsibilities and tasks of the roles. Determine rules, policies, and the mechanisms that will be implemented to enforce the decisions taken.
Technological aspects: Set specific technical objectives (in term of performance, version, compatibility, compliance, etc.) and understand in detail the aspects of the technology chosen.
Contingency impact: Understand details of remedial plans in order to clarify feasibility and determine an acceptable level where contingencies do not affect the general implementation.
Measures: Establish financial and non-financial measures to evaluate the information objectives set and the four aspects of information governance.
Allocation of resources and estimation of time: Prepare a time estimation of the activities that will be developed, as well as a clear definition of resources needed.
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INFORMATIONTa
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The aim of this phase is to implement the
actions defined in the plan phase for a
particular iteration, for example appointing
employees according to accountabilities and
responsibilities, communicating tasks and
responsibilities, applying changes related to
technological aspects of the information,
enforcing and communicating rules and
procedures, and triggering remedial plans of
action for contingencies if needed.
Table 4: Deploy phase
Definition Activities Examples of possible
instruments to be used People involved Deliverables
This phase implements the actions planned for a particular iteration.
Business strategy aspects: Have the specific business objective as reference for the rest of the elements that are being implemented
General meeting to announce the responsibilities assigned to each role.
Use of the corporate website to communicate roles and responsibilities
Employees appointed for tasks defined in the planning phase
External aid for contingency issues, if needed
Delivery of the activities planned
Socio-political aspects: Appoint employees according to accountabilities and responsibilities
Enforce and communicate tasks and actions taken
Technological aspects: Implement changes related to technological aspects of the information or acquire new technology
Contingency impact: Trigger remedial plan of action for contingencies if needed
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Within a specific-level focus, this phase
evaluates the obtained results according to
the measures set during the planning phase.
The results obtained are compared against
the financial and non-financial measures set
for the information goals and each aspect of
information governance. Financial measures
refer to the traditional quantitative measures
of management control e.g.: return on
investment, return on net assets, total cost,
cash flow, profit margin, etc. In the context of
this implementation, non-financial measures
particularly fit the evaluation of perceptions,
attitudes, or behaviours related to the socio-
political aspect of the implementation. This
aspect involves human interaction and
acceptance of the implementation which
could trigger particular attitudes and
behaviours. Template □D presents some
approaches that can be considered to
measure attitudes. Those approaches are
provided as a reference only, since the team
in charge of the implementation should
decide on the appropriateness to apply a
particular approach in the organization
considering the culture and existing
evaluation policies. It is advisable to work with
the human resources team in order to
understand the appropriateness of the
approaches in specific contexts.
If the result of the evaluation obtained for
financial and non-financial measures is
positive, it is possible to continue performing
the activities that require a permanent
execution. If the result of the evaluation is not
satisfactory, it is necessary to go back to the
plan or the deployment phases to correct the
faulty aspects in the particular
implementation.
Table 5: Evaluate phase
Definition Activities Examples of possible
instruments to be used People involved Deliverables
Evaluate the obtained results according to the measure set in the plan phase.
Information goals: Compare information goals established during the plan phase against the results obtained.
Workshop with the users that attended the design phase in order to collect opinions and impressions
Employee and team attitude assessment,
Template □D can be
used as a guide.
The implementation team
The committees that acted as enforced mechanisms
Responsible roles listed in the plan and design phases
Report addressing each objective that was attempted and the results obtained
Set of recommendations to correct specific issues
Set of recommendations to incorporate in the general planning
Business strategy aspects: Compare economic results obtained for a particular objective before and after the cycle is implemented.
Socio-political aspects: Compare people’s performance according to the tasks and responsibilities set for the role set during the design phase.
Technological aspects: Compare technical goals set against goals established.
Contingency impact: Assess impact of contingencies against the acceptable level established.
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4. How to implement IG in different scenarios?
Each organization may have a different purpose
when deciding to implement an information
governance framework, and therefore the
nature of the iterations at a specific level may
have different characteristics. This section
presents three examples where the method
could be applied considering different scenarios
chosen by an organization:
Iterations based on business units or
functional areas.
Iterations based on business objectives.
Iterations based on the views of
information.
Iterations based on business units or functional areas
An organization that has fairly autonomous
business units or functional areas may decide
to opt for an implementation that targets each
area in each iteration. In this scenario it is
important to have a good overview of the
activities, technology, and resources that may
be shared by more than one area. Each
iteration needs to acknowledge what has been
implemented by another iteration so as to
complement efforts rather than produce
incompatible scenarios (e.g. contradicting
policies or rules). In consequence, the work
done during the establishment of the general
information governance framework becomes
fundamental in order to coordinate the efforts
of the different areas. Figure 6 presents a
generic diagram of implementation driven by
business units or functional areas.
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Business unit A
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Business unit N
1st IterationBusiness unit (functional area) A implements the information governance framework aligning its particular objectives to the views of information and aspects of governance. The first iteration can be considered as a proof of concept for the rest of the areas
Nth IterationBusiness unit (functional area) N implements the information governance framework aligning its particular objectives to the views of information and aspects of governance.
2nd IterationBusiness unit (functional area) B implements the information governance framework aligning its particular objectives to the views of information and aspects of governance.
Figure 6: Iterations driven by business units or functional areas
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Iterations based on views of information
Iterations based on the views of information
may be considered in a scenario where an
organization perceives that the whole
information lifecycle needs to be reviewed. For
example in a situation when important data is
not being collected, when there is data sitting
in different systems that needs to be
integrated, when keeping data updated across
all those systems is not easy, when it is hard to
extract meaning out of the existing
information, and when it is tough to
understand what information is necessary to
strive for competitive advantage. The structure
of an information governance framework
might then be determined by the emphasis
given to the views of information. The
organization might first concentrate attention
on the more structural aspects of information
(data) in a first iteration, i.e. the token and
syntax views. Then, the implementation may
define a second iteration to focus on the
analysis and interpretation of information by
designing guidelines on the representation and
adaptation views. Figure 7 presents how the
implementation would look in this scenario. It
is important to keep in mind that the transition
from one iteration to the next does not imply
that the first iteration has finished. The cycle
Plan-Deploy-Evaluate determines a continuous
process of improvement. Also, the new
iteration has to complement the previous one
and provide feedback when necessary.
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1st IterationExample Objectives: Collect, store, and
process accurate data that may be missing from existing systems
Integrate data existing in different systems
2nd IterationExample objectives: Analyse and interpret
information extracted from systems
Identify and use internal and external information to trigger changes that represent competitive advantage
Figure 7: Implementation driven by the views of information
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Iterations based on business objectives
An organization may be interested in
structuring its information environment
around specific business objectives or business
processes in order to focus attention on
particular indicators or KPIs. In that scenario,
particular goals determine the implementation
of the specific iterations that will be deployed
across different business units.
For example an organization may set as a goal
to become a customer centric organization.
That goal may transcend functional areas and
may be related to different views of
information. Therefore each of the iterations
need to consider a particular business
objective as a starting point and then align that
business objective to the relevant views of
information and the other aspects of
governance (socio-political, technological, and
contingencies).
Figure 8 displays how an implementation by
business objectives may be approached.
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Business objective N
1st IterationAll views of information and the rest of the governance aspects are aligned around business objective 1.
Nth IterationAll views of information and the rest of the governance aspects are aligned around business objective N.
2nd IterationAll views of information and the rest of the governance aspects are aligned around business objective 2.
Figure 8: Implementation driven by business objectives
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5. Summary
This document presented one way to
conceptualise information governance and one
way to approach its implementation which
resulted from ongoing empirical research. The
core assumption of the approach is to
recognise that organizations have different
purposes when implementing information and
those purposes are very much influenced by
the way organizations look at information and
from what organizations expect from it.
Once the organization understands the
information they want to stress, it is necessary
to harmonise that definition with socio-
political aspects in order to determine the
allocation of responsibilities and specific tasks.
An organization may determine for example
that decisions about the shape of information
as tokens (data) should be solely the
responsibility of IT and that the representation
of information should be left exclusively to the
business. Another company may decide to
have mixed groups making decisions on both
views.
Also, economic aspects (e.g. organizational
strategy and business objectives) that are
fundamental to the organization need to be
considered in the alignment of an information
governance framework, as well as
technological aspects in order to determine
how infrastructure, architecture, technical
tools, and applications will support the
information governance environment. Finally,
internal and external contingencies should be
understood in order to determine the way
those influence the implementation. In
consequence, the central element of the
implementation of an information governance
framework is the way an organization
understands how information aligns to the
aspects of governance.
Then, the task is to decide the best way an
incremental implementation would work for
the organization: deploying it by business unit,
by business objectives, by project, by view of
information, etc.
It is clear that each organization will have its
own way to implement an information
governance framework, and the guidelines
provided by this research are by no means
static and final. The guidelines are open to
further evolution and refinement, triggered
not only by the opinions of experts, but also by
the actual use and needs of each organization.
21
Template □A : Value statement for the information governance framework
The following outline can be considered to prepare the value statement for the implementation of
information governance. It can be prepared as a single document or divided as the company considers fit.
The following items should be considered as a minimum to make the case for the implementation.
1. Objectives of the implementation
State the reasons why information governance is being adopted in the organization
Refer to the problems that will be addressed with the implementation of information governance
Clearly state the objectives of the information governance framework
Refer to how the information governance framework supports the values, mission, or vision of the
organization
State an overview of the tangible and intangible benefits expected from the implementation
2. Define the business strategy followed by the organization
Define the most important business objectives or business strategy that has to be supported by the
information governance implementation.
There are different ways in which the strategy of the company can be viewed. Three examples of those
different perspectives are presented in the table below.
Perspective Description Types
Strategic types3
Under this perspective organizations can be classified according to the way they take risk and penetrate the market.
Defender
Organization that holds a stable domain of the market, preventing competitors from entering their domain by setting competitive prices or producing high quality products. They aim at risk reduction.
Prospector Organization that tries to find and exploit new products and market opportunities, therefore taking risk in order to increase market penetration.
Analyser Organization that adopts an intermediate position. They are able to act fast following the lead of key prospectors while maintaining operating efficiency within their domain.
Reactor Organization that demonstrates an unstable and inconsistent pattern of adjustment. It constitutes a ‘residual’ strategy resulting from inappropriately implementing the other three.
Value proposition4
Under this perspective organizations leverage what they are good at and focus their effort on that.
Operational excellence
The organization concentrates most of its efforts on delivering reliable products or services with minimal difficulty.
Product leadership
The organization concentrates most of its efforts on constantly delivering innovative state-of-the-art products or services.
Customer intimacy
The organization concentrates most of its efforts on offering the customer a total solution, not just a product or service.
Strategic dimensions5
Under this perspective organizations cover five strategic dimensions, emphasising some more than others. That emphasis is what finally determines the general business strategy of the company.
Growth It refers to how the organization is planning to expand, for example by introducing new products or achieving greater market share.
Innovation It refers to the way the organization embraces original thinking.
Complexity It refers to how the organization understands and makes use of the value extracted from sophisticated processes or products.
Agility It refers to the ability to respond rapidly to change.
Investment It shows the level of immediate versus long-term gain expected.
3 Miles, R. E., Snow, C. C., Meyer, A. D., & Coleman, J. H. J. (1978). Organizational Strategy, Structure, and Process. Academy of Management
Review, 3(3), 546-562. 4 Treacy, M., & Wiersema, F. (1995). The discipline of market leaders: Choose your customers, narrow your focus, dominate your market.
Reading, MA: Addison-Wesley. 5 Hillard, R. (2010). Information-driven business. Hoboken, NJ: John Wiley & Sons, Inc.
22
3. People initially involved
Define who will be the sponsor(s) of the programme
Define the members of the information council (the information council is a group of senior executives
that will make decisions around information, referee disputes in relation to information issues, and
establish how exemptions will be handled. The council does not necessarily deal with technical data
aspects only –token or syntax view – most importantly they deal with the representation of information
and its use for adaptation)
Recommend a team that will kick-off the diagnose phase
4. Define organizational information
Establish a general concept of what is the information that is expected to be governed. The taxonomy,
format, and content angles may be used as a reference.
A table like the one below may be useful to understand and classify organizational information.
<------- Define format expected ---------> <----------------------------------- Define taxonomy view to stress ------------------------------>
Structured Unstructured Token Syntax Representation Adaptation
<---
----
Def
ine
bu
sin
ess
sub
ject
s --
----
>
<Define a business subject>
<If needed, define sources where to
obtain it>
<If needed, define sources where to
obtain it>
<If needed, define tokens of interest>
<If needed, define syntax aspects of
interest>
<If needed, define representational
aspects of interest>
<If needed, define adaptational
aspects of interest>
E.g. Customer
E.g. - Data base “Marketing” in server RS2-1 - Data base “Customer Service” in server RS2-2
E.g. - Invoices filed by marketing department - Written call registers in customer service call centre
E.g. - Personal information about the customer - Historical address data - Total spending data
E.g. -Metadata to describe personal information about the customer
E.g. - Information to determine segmentation of the customer according to sales -Information to determine the areas in customer service that need improvement
E.g. -Information that would positively change the way we relate with the customer
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
5. Identify the value of information and prioritise
Although determining a specific number to the value of information is a difficult task, some
pointers are provided in order to guide the estimation:
- If previous information management projects have already been implemented, use them
as reference to highlight the benefits obtained in terms of profit or cost cutting.
- If the emphasis of the IG framework is on the token or the syntax view of information
probably a more structured normative approach could be used by applying some
quantitative model or decision rules. Some techniques (e.g. payoff function) can be
reviewed in Feltham (1968)6.
- A more subjective, but attainable estimation of information value can be obtained by
collecting the perception of people that use the information, for example from decision
makers and key information users. Questionnaires, surveys, or interviews can be used to
gather perceptions. An example of a question that could be asked is: ‘Assume that your
company plans to eliminate all data processing and to obtain this report from another firm.
What is the maximum amount you would recommend paying for this report for you to
use?’.7 Also review Hillard (2010) for more details.
8
Once information value has been identified, it is necessary to prioritise which information is
most valuable, in order to concentrate effort on that information.
6 Feltham, G. A. (1968). The Value of Information. Accounting Review, 43(4), 684-696 7 Gallagher, C. (1974). Perceptions of the value of a management information system. Academy of Management Journal, 17(1), 46-55. 8 Hillard, R. (2010). Information-driven business. Hoboken, NJ: John Wiley & Sons, Inc.
(Template □A continued)
23
6. Boundaries of the implementation
Clearly identify the outer boundary that will define the implementation. Some organizations have
structures that make external partners key in the flow of information, therefore it is necessary to
consider if implementation of information governance will cover or have an effect on those key
partners. Boundaries can be defined considering any or a combination of the following9:
An efficiency perspective: At which point the cost of governance activities is minimised?
This perspective is recommended for environments with high price competition and stable
structures but lack of knowledge about future states.
A power perspective: At which point the organization has the appropriate sphere of influence
to maximise control over external forces?
Recommended in environments with well-defined players (e.g. regulated environments) and
ambiguous and/or dynamics environments where organizations constantly try to consolidate
their sphere of influence.
A competence perspective: At which point the organization maximises its resource portfolio?
It is especially relevant in environments where there is a fast pace of change and high
technological uncertainty.
An identity perspective: Where is the balance point between the identity of the organization
and its activities?
This type of boundaries is especially relevant when there are strong institutional forces and
high level of ambiguity with lack of clear structures.
7. Estimate a general economic benefit
Based on the understanding of the economic value of information in the organization, attempt an
estimation of the economic benefit brought by the implementation in terms of direct or indirect profit
or cost reduction.
8. Define the nature of the cycles of implementation
State the drivers of the particular cycles of implementation, for example the cycles are defined for each
business unit, or for a particular project, or for a particular business objective, etc. Once the nature of
the iterations has been decided, it is important to prioritise the order of execution of the iterations. Two
techniques that can be used are the prioritization quadrant analysis10
and the prioritization matrix11
.
Prioritization quadrant analysis
Priority of the iterations is decided according to the level of feasibility and level of business impact. High
impact in both aspects will determine higher priority. Figure 9 presents an example where the rounds
have been decided around the general business objectives. General business objectives in the right
upper quadrant will be implemented first.
9 Santos, F. M., & Eisenhardt, K. M. (2005). Organizational Boundaries and Theories of Organization. Organization Science, 16(5), 491-508. 10
Presented in Kimball, R., Ross, M., Thornthwaite, W., Mundy, J., & Becker, B. (2008). The data warehouse lifecycle toolkit. Indianapolis, IN:
Wiley Publishing. 11
Presented in Kettinger, W. J., Teng, J. T. C., & Guha, S. (1996). Information architectural design in business process reengineering. Journal
of Information Technology, 11(1), 27-37
(Template □A continued)
24
High
HighLow
Low
Business impact
Feasibility
GBO2
GBO6GBO5
GBO1
GBO4
Figure 9: Prioritisation quadrant analysis
Prioritization matrix
Priority is decided according to the essential and desirable elements that will contribute to the
achievement of critical success factors. As shown in Figure 10, the row headings of a matrix list the
iteration criteria (e.g. the business objectives to tackle). The column headings contain critical success
factors (CSF) or strategic metrics defined by the company. The cells that represent the intersection of a
business objective with a CSF are assigned an E (essential) or a D (desirable). The letters are also
assigned a value (E=2; D=1). When adding the values of a row, a total value can be established for an
objective. A high score represents a business objective that deserves more attention.
E
E
E
E
E
E
E E
E
EE
D
D D
DD
D
D
D
D
D
3
4
5
2
1
7 (*)
6 (*)
5
D
E= Essential (2 points) D= Desirable (1 points)
CSF1 CSF2 CSF3 CSF4 CSF5 CSF6 Total
GBO2
GBO6
GBO5
GBO1
GBO7
GBO8
GBO4
GBO3
Figure 10: Prioritisation matrix
9. Define general regulatory framework
State general core policies that will have to be followed by the whole organization. Make sure policies
are general enough not to stifle future implementation in terms of innovation and creativity.
(Template □A continued)
25
Template □B : Assessment of the current situation of the organization under the taxonomy angle
Token Syntax Representation Adaptation
Business use of the information
From a business point of view, is there an established process to define what information is important to collect?
Does the business have a systematic way to determine how consistent information contained across different systems is?
Is the company associating specific economic value to the information they possess?
What are the channels managers and analysts use to detect internal and external changes?
How does the process of interpreting if changes affect the organization happens?
Technology assessment
What technologies/platforms are used across the organization to store, process, and retrieve data?
What systems keep track of data anomalies?
Is data entry and data validation efficient across all systems?
Is data format accounted for?
How is integrity of the data managed?
Is there any process of integration of different data bases?
How is metadata managed in the organization?
Are similar values of data being tracked across different data bases?
Is there appropriate infrastructure to carry appropriate data integration?
What information systems are used for analysis of the information (e.g. reporting, BI, etc.)
How is organizational data architecture supporting the analysis of data?
Is information perceived as accurate, consistent, and complete?
Do users receive information when they need it?
Are there systems that help users understand where data quality issues originate (data management tools)?
What technology is being used to identify changes and differences in the environment that really signify a change in the way things are done internally?
Socio-political factors
Who decides access to what type of information?
Who enforces the rules to data storage, access, etc.?
What are the policies and rules to store data?
What are the policies for data access?
Are there incentives to improve and maintain good data quality?
Are there any policies/rules to follow regarding integration of data from different sources (e.g. different business units)?
How is data integration managed by the owners of the information?
Are there specific roles in the organization in charge of making sense of the information contained in the data bases?
Are there people that without being directly responsible influence the analysis of the information?
Is there any mechanism to ensure the uniform interpretation of the data?
Is management aware of the importance of information use and management?
Are employees allowed to have a different perspective to the common understanding of the information?
Is there a data steering committee in place with strategic responsibilities?
Who decides on how to react to change?
Contingencies
According to the industry, is the company collecting sufficient information to remain competitive?
Is the company collecting and providing the data required by regulatory bodies?
What environmental factors affect appropriate data integration?
Do employees have enough training/skills to interpret information?
Do employees have enough time to interpret information?
How would you describe the external environment of the company?
How does organizational culture embrace change and adaptation?
26
Template □C : Example of alignment of information to a particular business objective
12
See Weill, P., & Ross, J. (2004, p.120). IT governance: How top performers manage IT decision rights for superior results. Boston: Harvard Business School Press.
ORGANIZATIONAL
STRATEGY
INFORMATION
SOCIO-POLITICAL ASPECTS
TECHNOLOGICAL ASPECTS CONTINGENCIES
General business objective (GBO)
Role responsible
Enforcing Mechanism
Technology involved Contingencies to consider→ Way to
address them METRICS
GBO1 : Improve the relationship with the customer
Cu
sto
mer
, Sa
les
Stru
ctu
red
Token
Collect missing data about customers (e.g. date of birth, number of times customer has called, etc.)
CIO Data architecture committee
- System A, System B: Incorporate new fields for data entry and new columns in data base.
- Automate loading of flat files and Excel files to populate existing fields into System C
- Validation tools to ensure entry of clean the data
- Collection of personal information of interest may be restricted in some states → Establish disclaimers as requested by state law
-Percentage of total data completed for each item defined - Cost of administrative error/management revenues (%)
Syntax
Determine the accuracy of the relationship between fields about the customer contained in different data sources and produce integration where a unique identifier is missing
CIO Data architecture committee
- Data analysis tool to compare data to identify a single customer
- Master data management tools
-Percentage of correct matches
Stru
ctu
red
& U
nst
ruct
ure
d
Representation
Understand what are the areas in customer service we need to pay attention Determine common definitions and metrics around the customer
CEO, Leader BU1
Customer Service committee
- Adopt a BI platform to generate reports and analyse the information (adapt current data architecture and infrastructure)
- Not all analysts have training in OLAP tools→ Establish internal training plan
-Level of confidence detected in key stakeholders -Customers acquired/lost -Average duration of customer relationship (#)
Adaptation
Identify ideas or activities that would positively change the way we relate with the customer
CEO, Leader BU1, Leader BU2
Executive committee
- Social media - Current corporate culture does
not embrace chance easily → Consider workshops
-Level of satisfaction detected in key stakeholders -Satisfied customer index (%)
MET
RIC
S
-Return on investment -Percent change in revenue -Profit margin -Total cost -Sales/customer ($)
-Perception of the precision of the definition of information -Perception of usefulness of the definition of information
-Level of perception of role involvement -Attitude towards IG role -Percentage of managers that can describe governance12
-IT expense -Effective use of IT for cost control, growth, asset utilisation, business flexibility12
- Number of resolved issues - Percentage of trained users - Percentage of attendance to workshops
Template □D : Approaches that can be used to measure attitudes towards the implementation
Please note: The approaches to evaluate attitudes presented in this table should be used as a reference only. Practitioners are encouraged to adapt the
information to their organization considering the organization’s culture, policies on evaluation, etc. It is also advisable to discuss the evaluation with the
human resources team.
Approach13 Description When the approach is appropriate Techniques that can be used to
gather data What kind of questions can be answered by the measures?
Examples of the conclusions the measures can yield
Self-reports
Employees report about their own attitude
When people are able to understand the questions, have sufficient self-awareness to provide information, and are likely to answer honestly.
Interviews, surveys, polls
Questionnaire, and attitude rating scales
Logs, journals, diaries
How do you feel about the implementation of this programme?
What do you believe will be the results of the programme?
How do you feel about the role you play in the implementation?
(How) has the programme changed the way you do things?
(How) has the programme changed your attitude towards work?
How well do you know the objectives of the implementation?
How well do you know the structure of the implementation
Staff members are (well/not) aware of the objectives of the implementation
Staff members are highly/neutrally/poorly satisfied with the implementation of the programme
Staff members are satisfied with the role they play in the implementation
Reports of others
Employees report about the attitudes of other employees
When it is assumed the reporter is unbiased and presents objective information
When the reporter has sufficient opportunity to observe a representative sample of behaviour
When information about how people behave under certain circumstances is needed
When people under investigation are unlikely to provide accurate or reliable information
Interviews
Questionnaires
Logs, journals, reports
Observation procedures
From your observation of X:
What do they believe about the success of the implementation?
How do they feel about it?
What do they do when confronted with a new task?
How do they cope with change?
How do they comply with rules?
How do they perform their assigned role?
How do they feel about the related technology implemented?
How do they cope with restraining contingencies?
How well do they know the objectives and structure of the implementation?
Employees perceive a significant improvement in terms of knowledge and involvement with the programme.
Direct managers report that staff members are fully/scarcely aware of the benefits of the programme
Observers report that employees have (no) problem complying with rules and procedures
Sociometric procedures
Employees report about their attitudes toward one another
When it is necessary to ha a picture of the social patterns within the group
Peer rating
Social choice techniques
As a member of X, who in your group fits this description:
Does (not) worry about data/information integrity
Is a (good/poor) custodian of information about Z
Is (not) aware of his role in the implementation
Does (not) accommodate to changes well
The sociometric choices of employees indicate that the implementation is (not) being well received and understood.
Records Records are reviewed
When there is access to complete records that provide information relevant to the attitudes in question
Meeting minutes
Emails
Documents
Business reports
What inferences can be made from records concerning the general feeling of the implementation?
What do records say about employees’ involvement in the programme?
What records say about employees’ awareness about the importance of the programme?
Employees involvement and knowledge of the implementation is increasingly (good/worrying)
13
Henerson, M., Morris, L., & Fitz-Gibbon, C. (1988). How to measure attitudes. Newbury Park, CA: SAGE Publications.
Contact Information
Emeritus Prof David Arnott
Dr Robert Meredith
Ms Sindy Madrid Torres
Copyright © 2014 Monash University
Faculty of Information Technology
Caulfield Campus
Decision Support Systems Laboratory