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How To Launch A Successful Master Data Management Initiative

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Adding master data management (MDM) to your business’s digital transformation journey is an excellent way to reduce duplication errors and improve data accuracy. While there are many advantages to using MDM within your company, launching a successful initiative can be intimidating. To learn more about establishing a successful MDM initiative, check out the following steps:

Establish Clear Goals

If your team isn’t sure what your data is intended to do, it will be difficult for your organization to be successful. Effective master data management requires clearly-defined goals and objectives that articulate how MDM will help your organization reach its desired end state. Take time to consider your team’s data goals and establish specific objectives.

Your company’s goals should be well-defined and created in collaboration with stakeholders. This collaboration throughout the company will ensure everyone is on the same page and can work together to achieve a successful initiative.

Create A Data Governance Model

It’s crucial to develop an organized system for your master data management initiative, so it’s best to create a data governance model to ensure data accuracy and consistency. This model should include a detailed data strategy management plan, including roles and responsibilities.

Data governance models usually involve appointing a leader responsible for managing the initiative and ensuring that it adheres to established policies and procedures. Additionally, this model should outline how team members can access and use the data and how it will be maintained and updated over time.

Define Metrics And Measure Progress

The success of your MDM initiative should be measured quantitatively, meaning you should develop a list of metrics that define improvements in the accuracy and consistency of your data. Defining these metrics will help you track your progress and make necessary changes to ensure the initiative is successful.

It’s important to note that metrics are not only used for measuring success but can also be used to identify areas where more work is needed. By regularly assessing your data management initiative, you’ll be able to make improvements and more accurately measure progress.

Test Your Data

It’s essential to test your data to ensure that it is accurate and complete. Use automated processes such as data validation, checksums, and other testing methods to ensure your data’s accuracy before it goes live. Testing will help you avoid costly mistakes due to inaccurate or incomplete data.

Once you have successfully tested your data, it’s time to move forward and launch the initiative. Be sure to communicate any changes clearly, and ensure that the team is all on board with the new system before launching. 

Monitor And Adjust

Master data management initiatives are not set in stone and should be monitored regularly to ensure that they continue to meet your organization’s needs. Monitor the metrics you established during the initial launch phase and adjusted them as needed. Keeping a close eye on data will help you stay on top of any changes or trends and allow you to adjust the initiative if it becomes ineffective.

Additionally, don’t be afraid to learn more about your data. Make changes or adjust the initiative as needed. If specific goals aren’t being met or the data is not performing as expected, consider making adjustments to help your team get back on track.

Establish Ongoing Maintenance

Finally, it’s crucial to establish a process for ongoing maintenance to ensure your data’s accuracy over time. This plan should include designing strategies that will streamline the maintenance and update of master data, such as automating specific tasks or setting up alerts when changes need to be made. By establishing a process for ongoing maintenance, you’ll be able to ensure that your data remains accurate and up-to-date.

Ongoing maintenance also requires regular audits to ensure that any changes made do not negatively impact the data. Establishing a risk management process can help you identify and address potential issues before they become too large.

Final Thoughts

By following these steps, you’ll be able to create a successful master data management initiative that will help your organization make the most of its data. A well-managed MDM initiative will ensure that your data is accurate, complete, and up-to-date – all of which are essential for making informed decisions and running a successful business. 

The idea of Bigtime Daily landed this engineer cum journalist from a multi-national company to the digital avenue. Matthew brought life to this idea and rendered all that was necessary to create an interactive and attractive platform for the readers. Apart from managing the platform, he also contributes his expertise in business niche.

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Business

Turning Tragedy into Triumph Through Walking With Anthony

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On the morning of February 6, 2010, Anthony Purcell took a moment to admire the churning surf before plunging into the waves off Miami Beach. Though he had made the dive numerous times before, that morning was destined to be different when he crashed into a hidden sandbar, sustaining bruises to his C5 and C6 vertebrae and breaking his neck.

“I was completely submerged and unable to rise to the surface,” Purcell recalls. “Fortunately, my cousin Bernie saw what was happening and came to my rescue. He saved my life, but things would never be the same after that dive.”

Like thousands of others who are confronted with a spinal cord injury (SCI), Purcell plunged headlong into long months of hopelessness and despair. Eventually, however, he learned to turn personal tragedy into triumph as he reached out to fellow SCI victims by launching Walking With Anthony.

Living with SCI: the first dark days

Initial rehabilitation for those with SCIs takes an average of three to six months, during which time they must relearn hundreds of fundamental skills and adjust to what feels like an entirely new body. Unfortunately, after 21 days, Purcell’s insurance stopped paying for this essential treatment, even though he had made only minimal improvement in such a short time.

“Insurance companies cover rehab costs for people with back injuries, but not for people with spinal cord injuries,” explains Purcell. “We were practically thrown to the curb. At that time, I was so immobile that I couldn’t even raise my arms to feed myself.”

Instead of giving up, Purcell’s mother chose to battle his SCI with long-term rehab. She enrolled Purcell in Project Walk, a rehabilitation facility located in Carlsbad, California, but one that came with an annual cost of over $100,000.

“My parents paid for rehabilitation treatment for over three years,” says Purcell. “Throughout that time, they taught me the importance of patience, compassion, and unconditional love.”

Yet despite his family’s support, Purcell still struggled. “Those were dark days when I couldn’t bring myself to accept the bleak prognosis ahead of me,” he says. “I faced life in a wheelchair and the never-ending struggle for healthcare access, coverage, and advocacy. I hit my share of low points, and there were times when I seriously contemplated giving up on life altogether.”

Purcell finds a new purpose in helping others with SCIs

After long months of depression and self-doubt, Purcell’s mother determined it was time for her son to find purpose beyond rehabilitation.

“My mom suggested I start Walking With Anthony to show people with spinal cord injuries that they were not alone,” Purcell remarks. “When I began to focus on other people besides myself, I realized that people all around the world with spinal cord injuries were suffering because of restrictions on coverage and healthcare access. The question that plagued me most was, ‘What about the people with spinal cord injuries who cannot afford the cost of rehabilitation?’ I had no idea how they were managing.”

Purcell and his mother knew they wanted to make a difference for other people with SCIs, starting with the creation of grants to help cover essentials like assistive technology and emergency finances. To date, they have helped over 100 SCI patients get back on their feet after suffering a similar life-altering accident.

Purcell demonstrates the power and necessity of rehab for people with SCIs

After targeted rehab, Purcell’s physical and mental health improved drastically. Today, he is able to care for himself, drive his own car, and has even returned to work.

“Thanks to my family’s financial and emotional support, I am making amazing physical improvement,” Purcell comments. “I mustered the strength to rebuild my life and even found the nerve to message Karen, a high school classmate I’d always had a thing for. We reconnected, our friendship evolved into love, and we tied the knot in 2017.”

After all that, Purcell found the drive to push toward one further personal triumph. He married but did not believe a family was in his future. Regardless of his remarkable progress, physicians told him biological children were not an option.

Despite being paralyzed from the chest down, Purcell continued to look for hope. Finally, Dr. Jesse Mills of UCLA Health’s Male Reproductive Medicine department assured Purcell and his wife that the right medical care and in vitro fertilization could make their dream of becoming parents a reality.

“Payton joined our family in the spring of 2023,” Purcell reports. “For so long, I believed my spinal cord injury had taken everything I cared about, but now I am grateful every day. I work to help other people with spinal cord injuries find the same joy and hope. We provide them with access to specialists, funding to pay for innovative treatments, and the desire to move forward with a focus on the future.”

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