Connect with us

Business

How To Launch A Successful Master Data Management Initiative

mm

Published

on

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.

Continue Reading
Advertisement
Click to comment

Leave a Reply

Your email address will not be published. Required fields are marked *

Business

Royal York Property Management And Nathan Levinson On Building Stable Rental Portfolios In A Volatile Market

mm

Published

on

Across North America, Europe, and much of the world, rental housing is caught between two pressures. On one side are tenants facing record affordability challenges. On the other side are landlords seeing operating costs, interest payments, and regulatory complexity move in the opposite direction.

Recent analysis from Canada’s national housing agency shows how tight conditions still are. The average vacancy rate for purpose-built rentals in major Canadian centres rose to about 2.2 percent in 2024, up from 1.5 percent a year earlier, but still below the 10-year average despite the strongest growth in rental supply in more than three decades. 

At the same time, higher interest rates have pushed up the cost of acquiring and financing rental buildings, which has slowed transactions and made many projects harder to pencil out.

In this environment, the question for landlords and investors is less about chasing maximum rent and more about building stability. That is where Royal York Property Management and its founder, president, and CEO Nathan Levinson have drawn attention.

From a base in Toronto, Royal York Property Management manages more than 25,000 rental properties, representing over 10 billion dollars in real estate value, and operates across Canada, the United States, and parts of Europe. Levinson also sits on a Bank of Canada policy panel focused on the rental market, where he provides data and on-the-ground insights about rent trends and landlord stress. 

For many smaller property owners, his model has become a reference point for how to treat rental housing as a structured financial asset rather than a side project.

Rental housing under pressure from both sides of the balance sheet

In many countries, the basic rental story is the same. Construction of new rental housing has climbed, yet demand still runs ahead of supply in most major cities. In Canada, overall rental supply grew by more than 4 percent in 2024, the strongest increase in over thirty years, while vacancy rose only modestly. 

At the same time, borrowing costs have moved sharply higher compared with the pre-pandemic period. Research shows that elevated interest rates have reduced the profitability of new multifamily deals and slowed investment activity, even as structural demand for rental housing stays strong.

For small and mid-sized landlords, that tension shows up in a simple way. Mortgage payments, taxes, insurance, and maintenance rarely move down. Rents move up more slowly, and in many jurisdictions they are constrained by regulation or market realities.

Levinson’s view is that this gap will not close on its own. Landlords who want to stay in the market need more predictable income, tighter control of costs, and clearer systems for dealing with risk.

A property management model built for volatility

Royal York Property Management did not start as an institutional platform. Levinson’s early clients were owners of single condominiums, duplexes, or small buildings who were struggling with irregular rent payments, surprise repairs, and complex rental rules.

Instead of handling each property ad hoc, he built a standardized operating model that treats every door as part of a wider portfolio. Each unit sits on a centralized platform that records rent, arrears, lease expiries, maintenance tickets, and legal actions. Owners see real-time statements and performance metrics rather than waiting for year-end reports.

That structure, combined with an internal maintenance and legal team, is designed to handle stress rather than avoid it. When markets are calm, the system may look conservative. When conditions worsen, it is what keeps owners in the black.

“Execution is everything” is how Levinson often frames it in interviews. 

Turning rent into a more predictable income stream

The feature that first drew many investors to Royal York Property Management is its rental guarantee program in Ontario. Under this model, landlords receive their rent even if a tenant stops paying. RYPM takes responsibility for legal proceedings, arrears recovery, and re-leasing the unit, while the owner continues to receive income.

Independent profiles of the company describe this as one of the first large-scale rental guarantee frameworks in the Canadian market, and note that the firm manages tens of thousands of units under this structure. 

The guarantee itself is closely tied to local law and does not transfer directly into every jurisdiction. The underlying logic, however, is straightforward:

  • Treat unpaid rent as a recurring and manageable risk rather than an occasional shock.
  • Price that risk into a clear product instead of handling each case informally.
  • Use scale, legal expertise, and data to keep default rates low and resolution times shorter.

For landlords who are facing mortgage renewals at higher interest rates, having a more stable rent stream can be the difference between holding a property and being forced to sell. That is one reason rental guarantee models have started to attract interest from investors outside Canada who are watching RYPM’s approach.

Using technology to see risk earlier

Behind the guarantee and the day-to-day operations is a technology stack that tries to surface problems before they become crises. Royal York Property Management’s internal platform uses data from payments, maintenance, and tenant behavior to flag risk signals and operational bottlenecks. 

Examples include:

  • Tenants who move from on-time payments to repeated short delays.
  • Units where small repair tickets point to a larger capital issue ahead.
  • Buildings where complaint volumes suggest service gaps or staffing problems.

Rather than treating these as isolated events, the system aggregates patterns across thousands of units. That allows management to decide whether a problem is individual, building-specific, or systemic.

Levinson has also pushed this data outward. As a member of the Bank of Canada’s rental policy panel, he provides anonymized information on rent collection, defaults, and renewal behavior, which feeds into broader discussions about financial stability and housing policy. 

The same data that protects a landlord’s cash flow in one building helps central bankers understand how higher rates are affecting thousands of households.

Why the Canadian case matters for global landlords

Several recent reports underline how closely rental markets are now tied to national economic performance. Tight rental supply and high rents are feeding inflation in many economies. At the same time, higher borrowing costs are discouraging new construction, which risks prolonging shortages. 

This feedback loop is especially hard on small landlords. Many own only one or two properties and have limited room to absorb higher mortgage payments or extended vacancies. Analysts in Canada and abroad have warned that some owners are at risk of default as their loans reset at higher rates. 

In that context, the Royal York Property Management model offers three lessons that travel across borders:

  1. Standardization protects both sides. Clear processes for screening, rent collection, maintenance, and legal steps reduce surprises for owners and tenants at the same time.
  2. Risk pooling is more efficient than one-off crises. Handling arrears, legal disputes, and vacancies inside a structured system is less costly than improvising each time.
  3. Operational data belongs in policy conversations. When policymakers have access to real rental data rather than only mortgage statistics, interventions can be better targeted.

It is not an accident that Levinson’s work now sits at the intersection of private property management and public financial policy.

What everyday landlords can borrow from the Royal York playbook

Most landlords will not build a 25,000-unit management platform. Many will never interact with a central bank. The core ideas behind Nathan Levinson’s approach are still accessible to smaller owners that manage a handful of properties.

Three practices stand out.

First, treat every rental unit as part of a simple portfolio. That means using a consistent template to track rent, arrears, expenses, and vacancy days for each property, then reviewing it on a schedule instead of only when something goes wrong.

Second, write down the rules for risk in advance. Late-payment steps, repayment plans, documentation standards, and maintenance response times should exist on paper, not only in memory. Royal York’s experience suggests that clear rules reduce conflict, because everyone knows what will happen next. 

Third, invest in service as a protective layer. Multiple independent profiles of RYPM point out that faster response times and transparent communication reduce tenant turnover and protect building condition, which in turn supports long-term returns. 

For landlords and investors trying to navigate today’s volatile rental markets, the message from Royal York Property Management and Nathan Levinson is surprisingly simple. You cannot control interest rates or national housing policy. You can control how organized your portfolio is, how clearly you manage risk, and how consistent your operations feel to the people who live in your buildings.

For many, that shift from improvisation to structure is what will decide whether their rental properties remain a source of wealth or turn into a source of stress.

Continue Reading

Trending