Griffith University: Data Resource Management Project on Woolworths
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Project
AI Summary
This project examines Woolworths' data resource management (DRM) practices, focusing on how the company utilizes data to enhance its business decisions. The report begins with an introduction to DRM and provides an overview of Woolworths. It outlines the research approach, which relies on secondary sources like journals and annual reports, to analyze how Woolworths strengthens its decision-making through effective DRM. A literature review explores various DRM issues, including data quality, strategic planning, and the need for continuous improvement. The results section presents the findings, followed by a discussion of the implications and suggestions for future work. The project emphasizes the importance of managing data resources to support business activities, improve efficiency, and adapt to a dynamic business environment. The report highlights the need for Woolworths to maintain high-quality data, invest in technology, and train personnel to ensure effective DRM implementation. The appendix includes a comprehensive case study (if applicable).

DATA RESOURCE MANAGEMENT
7116IBA Data Resource
Management Trimester
[Type the author name]
[Pick the date]
7116IBA Data Resource
Management Trimester
[Type the author name]
[Pick the date]
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Abstract
With the ramified complexity of the business process, each and every organization needs
to implement the proper strategic decisions. The data resources management plays pivotal role in
the business success of organization as it helps in managing the complex set of data in easy and
determined approach and helps managers to take imperative decisions on the basis of the
collected data. In this report, Woolworths Company has been taken into consideration and how
company has used data resources management program to strengthen its business decisions
based on the data resources management. For the working of the company, it’s not important that
the data management should be done or if even company decides to do that they don’t do it on
the regular basis they do it occasionally.
With the ramified complexity of the business process, each and every organization needs
to implement the proper strategic decisions. The data resources management plays pivotal role in
the business success of organization as it helps in managing the complex set of data in easy and
determined approach and helps managers to take imperative decisions on the basis of the
collected data. In this report, Woolworths Company has been taken into consideration and how
company has used data resources management program to strengthen its business decisions
based on the data resources management. For the working of the company, it’s not important that
the data management should be done or if even company decides to do that they don’t do it on
the regular basis they do it occasionally.

Table of Contents
Abstract.......................................................................................................................................................1
Introduction.................................................................................................................................................1
Description of Woolworths Company......................................................................................................2
Research approach......................................................................................................................................2
Literature review.........................................................................................................................................2
Results.........................................................................................................................................................6
Discussion....................................................................................................................................................6
Suggestions for further work.......................................................................................................................7
References...................................................................................................................................................9
Abstract.......................................................................................................................................................1
Introduction.................................................................................................................................................1
Description of Woolworths Company......................................................................................................2
Research approach......................................................................................................................................2
Literature review.........................................................................................................................................2
Results.........................................................................................................................................................6
Discussion....................................................................................................................................................6
Suggestions for further work.......................................................................................................................7
References...................................................................................................................................................9
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Introduction
Organization is associated with various set of activities which are undertaken to achieve the set
objectives and goals. With the use of the data resources management, company could easily use
this advance technology to make the effective strategic decisions. The main purpose of the data
resources management is to implement the effective decision on the basis of the collected
information. There are other opinions if the company don’t want data resource management then
they can work on the small component of data base administrator which will assist management
of company to strengthen the decision making process. Data resource management is that
function of the organization that deals with the information system that are there in the company
and the control data resource that the company has related to the entire department.
Organization is associated with various set of activities which are undertaken to achieve the set
objectives and goals. With the use of the data resources management, company could easily use
this advance technology to make the effective strategic decisions. The main purpose of the data
resources management is to implement the effective decision on the basis of the collected
information. There are other opinions if the company don’t want data resource management then
they can work on the small component of data base administrator which will assist management
of company to strengthen the decision making process. Data resource management is that
function of the organization that deals with the information system that are there in the company
and the control data resource that the company has related to the entire department.
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Description of Woolworths Company
It is the international supermarket business which has been indulged in offering all type
of foods and services in Australian retail market. The Australian supermarket accounting is for
the 80% of the Australian market. It has been grabbing at least 12% since last one year.
Company has increased to AUD $ 4.5 billion which is 12% higher since last three years. This
company has increased its overall outcomes by investing in diversifying market. However, with
the increasing complexity of the business, company has used Data resource management in its
business decision process. It will not only strengthen the overall outcomes but also helps in
increasing the business efficiency throughout the time.
Research approach
The research approach which will be followed in this report research is based on the
gathered data. It is analyzed that all the secondary sources would be used to collect the require
data. All the data would be collected by using the journals, articles, books and official gazettes. It
would reflect how well company could strengthen its business decision process by using the
effective data resources management. The qualitative and quantitative data would be gathered to
identify the problems and issues which have been faced by the Woolworth Company in
implementing the effective strategies and decisions. The annual report of company will be used
to analysis the possible issues and challenges which might be faced by company in the
implementation of the data resources management system. This research will assist in analyzing
the process of the data resource management which will be used to gather the required data in the
process. The research approach focuses on the using the annual report and other documents
which could be used to measure the internal and external factors of the busienss.
Literature review
There are several problems and issues which might be faced by the organization while
implementing the data resources management. With the increasing complexity of the business,
data resource management in the business decision play pivotal role in business success of
organization. As per the views of Schoenherr, & Speier‐Pero, (2015) it is divulged that from the
It is the international supermarket business which has been indulged in offering all type
of foods and services in Australian retail market. The Australian supermarket accounting is for
the 80% of the Australian market. It has been grabbing at least 12% since last one year.
Company has increased to AUD $ 4.5 billion which is 12% higher since last three years. This
company has increased its overall outcomes by investing in diversifying market. However, with
the increasing complexity of the business, company has used Data resource management in its
business decision process. It will not only strengthen the overall outcomes but also helps in
increasing the business efficiency throughout the time.
Research approach
The research approach which will be followed in this report research is based on the
gathered data. It is analyzed that all the secondary sources would be used to collect the require
data. All the data would be collected by using the journals, articles, books and official gazettes. It
would reflect how well company could strengthen its business decision process by using the
effective data resources management. The qualitative and quantitative data would be gathered to
identify the problems and issues which have been faced by the Woolworth Company in
implementing the effective strategies and decisions. The annual report of company will be used
to analysis the possible issues and challenges which might be faced by company in the
implementation of the data resources management system. This research will assist in analyzing
the process of the data resource management which will be used to gather the required data in the
process. The research approach focuses on the using the annual report and other documents
which could be used to measure the internal and external factors of the busienss.
Literature review
There are several problems and issues which might be faced by the organization while
implementing the data resources management. With the increasing complexity of the business,
data resource management in the business decision play pivotal role in business success of
organization. As per the views of Schoenherr, & Speier‐Pero, (2015) it is divulged that from the

time when the company starts the business need all the type of data that are necessary for them to
go further in their business. In Woolworths company, all the transaction that are done are store
automatically in the database, and the need data is been created. The main issue from which the
organization suffer is the managing of the data as it is the critical resource of the organization to
manage the data and to support of the business activity. This issue has emerged due to the lack of
business effectiveness and the failure of the business process to respond towards the undertaken
strategic plans. With the failure of its business decision and sluggish market condition,
Woolworths finds out the data that are needed to support the business activity and then focus on
the appropriate techniques that can be used to build and maintain the high quality data resource
that provide the support to the business for their growth. The data that is been collected is been
stored or been kept safe by the database management system of Woolworths which will
strengthen the overall decision making process of organization.
As stated by Hazen, Boone, Ezell, & Jones-Farmer, (2014) it is divulged that data resource
quality is also the one of the important part of the data resource management. As data resource
quality is used by the organization to measure how well the organization is working to support
all the current and the future business information that is demanded by the organization. The
organization has to focus on both the current and the future data information as company cannot
ignore one thing and focus on the other. They have to support both the current and the future
business database. As the business environment is so dynamic and changing from time to time so
it is important for the company to set its data bases in such a way that they can cope up with the
changing environment.
As per the views of Knüppe, & Knieper, (2016) it is revealed that the company work for
their expansion and development for the expansion of the business and application system the
data resource that is used by the Woolworths Company should be constantly enriches and
expanded every day. There was one model that is traditional data resource management model
which was not as good as company need for their business, because it was unable to meet the
requirement that is need from the system like flexibility, and expansion in data management.
This is the reason for the increase in the cost and low efficiency by the use of the traditional
management system.
go further in their business. In Woolworths company, all the transaction that are done are store
automatically in the database, and the need data is been created. The main issue from which the
organization suffer is the managing of the data as it is the critical resource of the organization to
manage the data and to support of the business activity. This issue has emerged due to the lack of
business effectiveness and the failure of the business process to respond towards the undertaken
strategic plans. With the failure of its business decision and sluggish market condition,
Woolworths finds out the data that are needed to support the business activity and then focus on
the appropriate techniques that can be used to build and maintain the high quality data resource
that provide the support to the business for their growth. The data that is been collected is been
stored or been kept safe by the database management system of Woolworths which will
strengthen the overall decision making process of organization.
As stated by Hazen, Boone, Ezell, & Jones-Farmer, (2014) it is divulged that data resource
quality is also the one of the important part of the data resource management. As data resource
quality is used by the organization to measure how well the organization is working to support
all the current and the future business information that is demanded by the organization. The
organization has to focus on both the current and the future data information as company cannot
ignore one thing and focus on the other. They have to support both the current and the future
business database. As the business environment is so dynamic and changing from time to time so
it is important for the company to set its data bases in such a way that they can cope up with the
changing environment.
As per the views of Knüppe, & Knieper, (2016) it is revealed that the company work for
their expansion and development for the expansion of the business and application system the
data resource that is used by the Woolworths Company should be constantly enriches and
expanded every day. There was one model that is traditional data resource management model
which was not as good as company need for their business, because it was unable to meet the
requirement that is need from the system like flexibility, and expansion in data management.
This is the reason for the increase in the cost and low efficiency by the use of the traditional
management system.
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As per the views to Gutberlet, (2016) it is revealed that data resource management helps the
organization to take strategic perspective regarding the plans that reduces the duplication of work
leads to the better growth of an organization. It ensures that the plans include mission and vision
of data. With the clear point of view, this determines that the data is secured and appropriate for
the organization. The Woolworths must ensure that the established data resource management is
appropriately working or not. If some loose pools detect in the current system they must be filled
up in time by making corrective plans to cure that loop poles.
As stated by Sofyan, Rahman, Bima, & Nujum, (2016) it is revealed that from the following
above steps, the organization must ensure that if from the beginning the work is not done
properly it may affect all the data that leads to the non-survival of the business. So the
management needs to work hard on this as now a days technology changes very rapidly that
needs the work effective with high quality data resource management that helps the organization
to make records in a systematic manner. The training must be provided to the persons related to
this field for continue working in changing environment and technology. That will help the
organization to adopt the rapid changes easily and effectively. The data must keep securely if it
is not so then in future the organization is facing so many problems.
As stated by Mir, Cantor, & Hofer, (2018) it is depicted that once the company
understands how to use the data resource management then the company can plan their strategy
how to maintain the data and reduce the repetition of data and the system. Some of the step that
the organization should take so that they can build up the system for the working of data base
management in the organization that is. As per the views of Samson, Daft, & Donnet, (2017) it is
revealed that the Woolworths should make a plan in such a way that it includes the vision and the
mission statement in their plan. As once the goals of the organization is been fixed, then the
business will make sure that the data that they are collecting is relevant for their project in which
they are dealing.
As stated by Linnenluecke, et al (2017) it is revealed that the data resource management
refers to the management of interpretation of data in a manner in information system of an
organization. It deals with the working of organization by using information system to arrange
the plans, procedures of all types of data. The data that is collected and stored are secure in the
organization to take strategic perspective regarding the plans that reduces the duplication of work
leads to the better growth of an organization. It ensures that the plans include mission and vision
of data. With the clear point of view, this determines that the data is secured and appropriate for
the organization. The Woolworths must ensure that the established data resource management is
appropriately working or not. If some loose pools detect in the current system they must be filled
up in time by making corrective plans to cure that loop poles.
As stated by Sofyan, Rahman, Bima, & Nujum, (2016) it is revealed that from the following
above steps, the organization must ensure that if from the beginning the work is not done
properly it may affect all the data that leads to the non-survival of the business. So the
management needs to work hard on this as now a days technology changes very rapidly that
needs the work effective with high quality data resource management that helps the organization
to make records in a systematic manner. The training must be provided to the persons related to
this field for continue working in changing environment and technology. That will help the
organization to adopt the rapid changes easily and effectively. The data must keep securely if it
is not so then in future the organization is facing so many problems.
As stated by Mir, Cantor, & Hofer, (2018) it is depicted that once the company
understands how to use the data resource management then the company can plan their strategy
how to maintain the data and reduce the repetition of data and the system. Some of the step that
the organization should take so that they can build up the system for the working of data base
management in the organization that is. As per the views of Samson, Daft, & Donnet, (2017) it is
revealed that the Woolworths should make a plan in such a way that it includes the vision and the
mission statement in their plan. As once the goals of the organization is been fixed, then the
business will make sure that the data that they are collecting is relevant for their project in which
they are dealing.
As stated by Linnenluecke, et al (2017) it is revealed that the data resource management
refers to the management of interpretation of data in a manner in information system of an
organization. It deals with the working of organization by using information system to arrange
the plans, procedures of all types of data. The data that is collected and stored are secure in the
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database system. It is the interpretation and implementation of the data of all departments in a
systematic manner in a database. It is used to interpret ate the data in models that leads to the
better understanding of the data so that it can be distribute among different departments easily.
The data resource management organizes the data in such a way that an organization required to
transfer the information to their shareholders. It is deals with the standard and similarity of data.
The main issue of an organization is how to maintain the data. The data resource management
helps an organization to maintain the data securely and effectively. All the transactions are
automatically stored in the database when the company needed all types of data.
As per the views of Singhry, (2015) it is stated that all the data is recorded according to the
transaction made as company needs to maintain each and every transaction in a systematic
manner. As these data is used to determine the position of the company and helps the
management to take corrective decisions regarding the growth of the organization. It must be
organized in the same potential and decorum in the same way others are maintained.
As per the views of Kumaresan, & Liberona, (2018) it is revealed that the Woolworths should
review all the work that are related to the data base resource management of the projects, as the
technology are changing day to day and the requirement of the business is also changing every
day as business environment is dynamic in nature so it is necessary to continue review the
current method of the data resource management.
As stated by Martini, & Bosch, (2016), it is revealed that data resource management helps the
organization to record data in system software so that the data must be real and the chances of
duplication of data reduced. If the data needs to be high quality with the potential it needs to be
managed by a specialized person. The person who is operating the data resource management
must be trustworthy so that the misrepresentation or the chances of frauds reduced. If the person
is wrong then it must be harmful for the organization in both monetary and revenue.
The Woolworths must know what type of information technology is used for the data recording.
The technology must be of high quality and that much potential so that it may support according
to the needs of a data management. It not only shows how well the organization is working but
also focused on the current situation and future happening. The management of Woolworths
must focus on both the aspects. The quality of data resource reflects how efficient the data
systematic manner in a database. It is used to interpret ate the data in models that leads to the
better understanding of the data so that it can be distribute among different departments easily.
The data resource management organizes the data in such a way that an organization required to
transfer the information to their shareholders. It is deals with the standard and similarity of data.
The main issue of an organization is how to maintain the data. The data resource management
helps an organization to maintain the data securely and effectively. All the transactions are
automatically stored in the database when the company needed all types of data.
As per the views of Singhry, (2015) it is stated that all the data is recorded according to the
transaction made as company needs to maintain each and every transaction in a systematic
manner. As these data is used to determine the position of the company and helps the
management to take corrective decisions regarding the growth of the organization. It must be
organized in the same potential and decorum in the same way others are maintained.
As per the views of Kumaresan, & Liberona, (2018) it is revealed that the Woolworths should
review all the work that are related to the data base resource management of the projects, as the
technology are changing day to day and the requirement of the business is also changing every
day as business environment is dynamic in nature so it is necessary to continue review the
current method of the data resource management.
As stated by Martini, & Bosch, (2016), it is revealed that data resource management helps the
organization to record data in system software so that the data must be real and the chances of
duplication of data reduced. If the data needs to be high quality with the potential it needs to be
managed by a specialized person. The person who is operating the data resource management
must be trustworthy so that the misrepresentation or the chances of frauds reduced. If the person
is wrong then it must be harmful for the organization in both monetary and revenue.
The Woolworths must know what type of information technology is used for the data recording.
The technology must be of high quality and that much potential so that it may support according
to the needs of a data management. It not only shows how well the organization is working but
also focused on the current situation and future happening. The management of Woolworths
must focus on both the aspects. The quality of data resource reflects how efficient the data

resource management of a company supports. The business environment may changes with time
so it is mandatory for the organization to establish the database system in such a manner that will
help with the changing environment.
As stated by Methner, Hamann, & Nilsson, (2015), it is revealed that the data resource
management helps the organization to deals with the transactions in a specified manner in which
the changes may be applied accordingly with the change in the nature of the data.
Results
The data resources management system is imperative tool which will help company to
strengthen the overall outcomes and efficiency in its business. If the organization knows how to
work with data resource management, the organization needs to make strategy so that the
interpretation of the data and duplication of work reduces. Following some steps is to be
determined. Data resource management uses information systems and computer software to
record all types of data in a well-defined manner by framing different data models that are easy
to understand and transfer to all departments of organization. It helps to interpretive the data in
understandable modals that can be share with the shareholders for providing them information
regarding the organization. If Woolworths wants to sustain its business then it will have to make
its employees adaptable towards the data resources management. Woolworths has to make its
business policies and organizational culture to make the business more effective. Organization
works for their growth and development and data resource management helps it to do so as the
company continuously extent (Matos, Schleiss, & Wehrli, 2015). There are old model that
cannot appropriate according to the requirement to the company are not ready to use as they are
not appropriate, so the data resource management models needs to be flexible. This is the only
reason why the traditional system is of high cost and less effective with low efficiency.
Discussion
Technology is changing rapidly with the time so with the changes in technology the system must
be updated accordingly for the smooth flow of the organization. The organization must focus on
the strategic plan and implement on it so that the organization must focus on their goals and the
so it is mandatory for the organization to establish the database system in such a manner that will
help with the changing environment.
As stated by Methner, Hamann, & Nilsson, (2015), it is revealed that the data resource
management helps the organization to deals with the transactions in a specified manner in which
the changes may be applied accordingly with the change in the nature of the data.
Results
The data resources management system is imperative tool which will help company to
strengthen the overall outcomes and efficiency in its business. If the organization knows how to
work with data resource management, the organization needs to make strategy so that the
interpretation of the data and duplication of work reduces. Following some steps is to be
determined. Data resource management uses information systems and computer software to
record all types of data in a well-defined manner by framing different data models that are easy
to understand and transfer to all departments of organization. It helps to interpretive the data in
understandable modals that can be share with the shareholders for providing them information
regarding the organization. If Woolworths wants to sustain its business then it will have to make
its employees adaptable towards the data resources management. Woolworths has to make its
business policies and organizational culture to make the business more effective. Organization
works for their growth and development and data resource management helps it to do so as the
company continuously extent (Matos, Schleiss, & Wehrli, 2015). There are old model that
cannot appropriate according to the requirement to the company are not ready to use as they are
not appropriate, so the data resource management models needs to be flexible. This is the only
reason why the traditional system is of high cost and less effective with low efficiency.
Discussion
Technology is changing rapidly with the time so with the changes in technology the system must
be updated accordingly for the smooth flow of the organization. The organization must focus on
the strategic plan and implement on it so that the organization must focus on their goals and the
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work is done according to plans. The Woolworths company should find out the best who is
skilled in managing the data that is been prepared, as it is a very difficult task and if it goes in the
wrong and then whole functioning of the business will be disturbed.
Woolworths should also check and research that the current system that is working for the data
resource management is in place or not, and what is working and what is not working.
If the organization find out that there is something that is leaking in the current system or the
system is not in place then it’s a high time for the business to come with the new plan to fill all
the holes- this can be done through purchasing of the new software for the company or by
constructing the more streamline plan that is related to data resource management.
Woolworths should now focus on the plan and then implement this plan in their business the step
of implementation should be taken correctly so that the plan can be work smoothly.
By the following step that are seen above, we can begin to see one thing that if the data gathered
are not good then the gathered data converted into information will not provide the imperative
information to the decision making of Organizaiton The data base resource management is based
on the data that is collected and if it is not fit and strong then the business will face many
problem in the future. So if Woolworths wants to organize the work when it comes to data, the
team will work more productively in the data resource management. As the time is passing and
the online transaction and online shopping is increasing the work related to data base is
increasing as all the details are store in the form of data so if this data is not kept safely then the
future business will suffer a lot in the coming time. The training should also be provided to the
people involved in this field as there are continue changes in the working of data, and if
employees are not familiar with the changes then it is also the issue for the organization.
Suggestions for further work
It is mandatory to differentiate the correct data and false data among all the data recorded
as it is very easy to detect the errors in the data by other party as it is a site work. So organization
must focus that the data is entered correctly and the chances of errors reduced. So the data
resource management must need to be managed well. Training must be provided so that the data
resource management must operate effectively. The main effective discussion point in this case
would be analyzing the internal and external factors which might indirectly and directly affect
skilled in managing the data that is been prepared, as it is a very difficult task and if it goes in the
wrong and then whole functioning of the business will be disturbed.
Woolworths should also check and research that the current system that is working for the data
resource management is in place or not, and what is working and what is not working.
If the organization find out that there is something that is leaking in the current system or the
system is not in place then it’s a high time for the business to come with the new plan to fill all
the holes- this can be done through purchasing of the new software for the company or by
constructing the more streamline plan that is related to data resource management.
Woolworths should now focus on the plan and then implement this plan in their business the step
of implementation should be taken correctly so that the plan can be work smoothly.
By the following step that are seen above, we can begin to see one thing that if the data gathered
are not good then the gathered data converted into information will not provide the imperative
information to the decision making of Organizaiton The data base resource management is based
on the data that is collected and if it is not fit and strong then the business will face many
problem in the future. So if Woolworths wants to organize the work when it comes to data, the
team will work more productively in the data resource management. As the time is passing and
the online transaction and online shopping is increasing the work related to data base is
increasing as all the details are store in the form of data so if this data is not kept safely then the
future business will suffer a lot in the coming time. The training should also be provided to the
people involved in this field as there are continue changes in the working of data, and if
employees are not familiar with the changes then it is also the issue for the organization.
Suggestions for further work
It is mandatory to differentiate the correct data and false data among all the data recorded
as it is very easy to detect the errors in the data by other party as it is a site work. So organization
must focus that the data is entered correctly and the chances of errors reduced. So the data
resource management must need to be managed well. Training must be provided so that the data
resource management must operate effectively. The main effective discussion point in this case
would be analyzing the internal and external factors which might indirectly and directly affect
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the implementation of the data resources management system in Organizaiton. Woolworths
Company would have faced the issue of the feasible costing while installing the data resource
system in organization (Gokhale, 2015). It will not only help in arranging the financial sources
for the business but also strengthen the overall outcomes in effective manner. It is analyzed
Woolworth’s needs to make the changes in its business policies and adopt the proper training and
development for its employees so that it could strengthen the employee’s adaptability towards
the newly sophisticated work process. The further research should be made on the big data
analysis, strategic analysis tool and online cyber computing enterprises resources planning in the
business. It is further observed that another research should also be made on the research
methodology and data analysis tool. It will help Woolworths to determine the possible changes
which would happen after implementation of the data resources management in business. In
addition to this, management of the Company also need to analysis the negative and positive
impact, resources required and implemented strategic plans which needs to be undertaken by
company for the data resources management.
Company would have faced the issue of the feasible costing while installing the data resource
system in organization (Gokhale, 2015). It will not only help in arranging the financial sources
for the business but also strengthen the overall outcomes in effective manner. It is analyzed
Woolworth’s needs to make the changes in its business policies and adopt the proper training and
development for its employees so that it could strengthen the employee’s adaptability towards
the newly sophisticated work process. The further research should be made on the big data
analysis, strategic analysis tool and online cyber computing enterprises resources planning in the
business. It is further observed that another research should also be made on the research
methodology and data analysis tool. It will help Woolworths to determine the possible changes
which would happen after implementation of the data resources management in business. In
addition to this, management of the Company also need to analysis the negative and positive
impact, resources required and implemented strategic plans which needs to be undertaken by
company for the data resources management.

References
Gokhale, P. (2015). U.S. Patent No. 9,098,495. Washington, DC: U.S. Patent and Trademark
Office.
Gutberlet, J. (2016). Recovering resources-recycling citizenship: Urban poverty reduction in
Latin America. Routledge.
Hazen, B. T., Boone, C. A., Ezell, J. D., & Jones-Farmer, L. A. (2014). Data quality for data
science, predictive analytics, and big data in supply chain management: An introduction
to the problem and suggestions for research and applications. International Journal of
Production Economics,1(2) 154, 72-80.
Knüppe, K., & Knieper, C. (2016). The governance of ecosystem services in river basins: an
approach for structured data representation and analysis. Environmental Science &
Policy, 66 (1) 31-39.
Kumaresan, A., & Liberona, D. (2018, August). A Case Study on Challenges and Obstacles in
Transforming to a Data-Driven Business Model in a Financial Organisation.
In International Conference on Knowledge Management in Organizations (pp. 263-276).
Springer, Cham.
Linnenluecke, M. K., Verreynne, M. L., de Villiers Scheepers, M. J., & Venter, C. (2017). A
review of collaborative planning approaches for transformative change towards a
sustainable future. Journal of cleaner production, 142, (1) 3212-3224.
Martini, A., & Bosch, J. (2016, April). A multiple case study of continuous architecting in large
agile companies: current gaps and the CAFFEA framework. In Software Architecture
(WICSA), 2016 13th Working IEEE/IFIP Conference on (pp. 1-10). IEEE.
Matos, J. P., Schleiss, A. J., & Wehrli, B. (2015). Developing an open-source database for the
Zambezi river basin, Scientific data, 3 (2) 17-20
Gokhale, P. (2015). U.S. Patent No. 9,098,495. Washington, DC: U.S. Patent and Trademark
Office.
Gutberlet, J. (2016). Recovering resources-recycling citizenship: Urban poverty reduction in
Latin America. Routledge.
Hazen, B. T., Boone, C. A., Ezell, J. D., & Jones-Farmer, L. A. (2014). Data quality for data
science, predictive analytics, and big data in supply chain management: An introduction
to the problem and suggestions for research and applications. International Journal of
Production Economics,1(2) 154, 72-80.
Knüppe, K., & Knieper, C. (2016). The governance of ecosystem services in river basins: an
approach for structured data representation and analysis. Environmental Science &
Policy, 66 (1) 31-39.
Kumaresan, A., & Liberona, D. (2018, August). A Case Study on Challenges and Obstacles in
Transforming to a Data-Driven Business Model in a Financial Organisation.
In International Conference on Knowledge Management in Organizations (pp. 263-276).
Springer, Cham.
Linnenluecke, M. K., Verreynne, M. L., de Villiers Scheepers, M. J., & Venter, C. (2017). A
review of collaborative planning approaches for transformative change towards a
sustainable future. Journal of cleaner production, 142, (1) 3212-3224.
Martini, A., & Bosch, J. (2016, April). A multiple case study of continuous architecting in large
agile companies: current gaps and the CAFFEA framework. In Software Architecture
(WICSA), 2016 13th Working IEEE/IFIP Conference on (pp. 1-10). IEEE.
Matos, J. P., Schleiss, A. J., & Wehrli, B. (2015). Developing an open-source database for the
Zambezi river basin, Scientific data, 3 (2) 17-20
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