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Four questions to ask your CPA firm about AI and automation

02.20.26

Read this article if you are a member of an accounting/finance department or executive team and want to ensure your accounting firm is keeping pace with the latest Artificial Intelligence (AI) and automation technologies. 

The accounting profession is undergoing one of the most significant transformations in its history. Advances in AI, automation, data analytics, and enhanced cloud-based platforms are reshaping not only how accounting work is performed, but also the value that CPAs deliver to their clients. The critical question is no longer whether technology is changing accounting—but whether your CPA is continuing to invest in education, innovation, and forward-thinking strategies to keep pace. This article outlines key questions you need to ask your CPA firm about AI and automation.

1. How are you responsibly adopting new technologies to keep pace with your clients? 

It's no longer optional for a CPA firm to merely stay attuned to emerging technologies—it is essential. Adopting innovative solutions allows a firm to operate more efficiently. More importantly, it enables a CPA firm to deliver timely compliance, deeper insight, and proactive advisory services that help clients make faster, better-informed decisions.   

Is your CPA firm doing the following on an ongoing basis?: 

  • Evaluating new and emerging technologies 
  • Enhancing internal processes through automation and optimization 
  • Training its professionals and educating clients 
  • Ensuring technology is adopted responsibly, securely, and with purpose 

You want a firm that is positioned to not only adapt to change, but to lead you through it. This requires a commitment to investing in digital transformation, supporting continuous learning for team members, and strengthening innovation governance.

2. How are you using automation and AI to improve speed, accuracy, and insight? 

The accounting profession is rapidly evolving due to technologies such as AI, intelligent automation, advanced analytics, and integrated digital platforms. 

"What if you could close your books in a day instead of weeks due to innovation?" —David Stone, BerryDunn Senior Manager

Let’s say innovation enables you to close your books in a day instead of weeks. Can your CPA firm keep up while also delivering compliance services faster and providing elevated, forward-looking insight?  

“Technology alone doesn’t improve speed or accuracy—people do,” said Dan Bednarski, BerryDunn Senior Manager. “Automation and AI are only effective when professionals are trained to use them thoughtfully and responsibly. Without proper education, these tools are simply underutilized software." 

3. How does technology enhance your compliance services beyond meeting deadlines? 

Automation and integrated systems improve accuracy by reducing manual data entry, while analytics help identify anomalies and risks earlier in the process. Standardized digital workflows strengthen consistency and documentation, and real-time access to data enables more proactive planning and issue resolution. 

4. How are your professionals embracing change and new technologies in a rapidly evolving profession? 

Confirm that innovation is a core part of your CPA firm’s culture. When it is intentionally integrated in the daily lives of team members, it gives them the ability to explore how technology like AI can improve workflows, processes, and more.  

“For technology to have real impact, innovation has to be embedded in everyday work—not treated as a side initiative,” said Marc Scribi, BerryDunn Manager. 

This type of culture promotes openness to change and exploration. 

“When professionals are given the time and support to explore how tools like AI can improve workflows and processes, it encourages curiosity, strengthens judgment, and drives meaningful efficiency,” noted Danielle Bedard, BerryDunn Senior Manager. 

Ultimately, a commitment to innovation ensures that technology enhances professional judgment, strengthens quality, and elevates the client experience.

Preparing for the next five years—and beyond

Five years ago, the accounting profession looked vastly different than it does today. Cloud adoption was still gaining momentum, automation was limited, and artificial intelligence had yet to make a meaningful impact on day-to-day accounting operations. What will it look like five years from now? 

BerryDunn can help

If you are looking for a CPA firm that views innovation as a strategic differentiator, not simply a tool for efficiency, reach out. Learn more about our team and services. 

The BerryDunn Assurance, Tax, & Advisory Team’s Innovation Solutions Committee is dedicated to exploring, evaluating, and implementing new technologies and innovative solutions to enhance the audit, tax, and advisory processes. The committee’s mission is to support excellent client service, maximize productivity through technology, and implement processes and procedures that align with overall firm goals and resources. This includes integrating the tax and advisory teams within the innovation focus and renaming the committee to reflect this broader scope.  

David Stone, Marc Scribi, Danielle Bedard, and Dan Bednarski contributed to this article and are members of the committee. 

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Benchmarking doesn’t need to be time and resource consuming. Read on for four simple steps you can take to improve efficiency and maximize resources.

Stop us if you’ve heard this one before (from your Board of Trustees or Finance Committee): “I wish there was a way we could benchmark ourselves against our competitors.”

Have you ever wrestled with how to benchmark? Or struggled to identify what the Board wants to measure? Organizations can fall short on implementing effective methods to benchmark accurately. The good news? With a planned approach, you can overcome traditional obstacles and create tools to increase efficiency, improve operations and reporting, and maintain and monitor a comfortable risk level. All of this can help create a competitive advantage — and it  isn’t as hard as you might think.

Even with a structured process, remember that benchmarking data has pitfalls, including:

  • Peer data can be difficult to find. Some industries are better than others at tracking this information. Some collect too much data that isn’t relevant, making it hard to find the data that is.
     
  • The data can be dated. By the time you close your books for the year and data is available, you’re at least six months into the next fiscal year. Knowing this, you can still build year-over-year trending models that you can measure consistently.
     
  • The underlying data may be tainted. As much as we’d like to rely on financial data from other organization and industry surveys, there’s no guarantee that all participants have applied accounting principles consistently, or calculated inputs (e.g., full-time equivalents) in the same way, making comparisons inaccurate.

Despite these pitfalls, benchmarking is a useful tool for your organization. Benchmarking lets you take stock of your current financial condition and risk profile, identify areas for improvement and find a realistic and measurable plan to strengthen your organization.

Here are four steps to take to start a successful benchmarking program and overcome these pitfalls:

  1. Benchmark against yourself. Use year-over-year and month-to-month data to identify trends, inconsistencies and unexplained changes. Once you have the information, you can see where you want to direct improvement efforts.
  2. Look to industry/peer data. We’d love to tell you that all financial statements and survey inputs are created equally, but we can’t. By understanding the source of your information, and the potential strengths and weaknesses in the data (e.g., too few peers, different size organizations and markets, etc.), you will better know how to use it. Understanding the data source allows you to weigh metrics that are more susceptible to inconsistencies.
  1. Identify what is important to your organization and focus on it. Remove data points that have little relevance for your organization. Trying to address too many measures is one of the primary reasons benchmarking fails. Identify key metrics you will target, and watch them over time. Remember, keeping it simple allows you to put resources where you need them most.
  1. Use the data as a tool to guide decisions. Identify aspects of the organization that lie beyond your risk tolerance and then define specific steps for improvement.

Once you take these steps, you can add other measurement strategies, including stress testing, monthly reporting, and use in budgeting and forecasting. By taking the time to create and use an effective methodology, this competitive advantage can be yours. Want to learn more? Check out our resources for not-for-profit organizations here.

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Benchmarking: Satisfy your board and gain a competitive advantage

We’ve all heard stories about organizations spending thousands on software projects, such as Enterprise Resource Planning (ERP), Electronic Health Record (EHR), or Student Information Systems (SIS) that take longer than expected to implement and exceed original budgets. One of the reasons this occurs is that organizations often don’t realize that purchasing a large, Commercial Off-The-Shelf (COTS) enterprise system is a significant undertaking. If the needs aren’t sufficiently defined, there can be many roadblocks, including implementation delays, increased cost, scope creep, and ultimately, unsatisfactory results (delayed or unfinished projects and cost overruns).

These systems are complex, and implementation efforts impact both internal and external stakeholders. Procurement often requires participation from different departments, each with unique goals and perspectives. Ignore these perspectives at your own peril. Here are key questions to consider for making the best buying decision:

  1. Should we purchase software that similar organizations have purchased?
    As vendor consolidation has diminished the number of distinct COTS systems available, this question is increasingly common. Following this approach is similar to deciding to buy the car that your neighbor did, because they seem satisfied. How can you be sure that the systems purchased by similar organizations will meet your needs, particularly if your needs are undefined? One way to identify your organization’s needs—and to avoid costly mistakes down the road—is to identify requirements during the procurement process.

  2. What are the functional and technical requirements of the system?Requirements are details that help describe a software system. There are two types of requirements and you need to understand and review both:

    Functional requirements. These define specific functions of a system to meet day-to-day needs of an organization or department. They describe the necessary system capabilities that allow users to perform their jobs. For example, “The vendor file must provide a minimum of four (4) remit-to addresses.” Functional requirements may also define the mandated state or federal capabilities required of a system, such as the ability to produce W-2 or 1099 forms.

    Technical requirements. These requirements identify criteria used to judge the operation of a system, rather than specific behaviors. They can be requirements that define what database the system must support. For example, “The system must support use of the client preferred database.” They may also describe security capabilities of the system, the ability to import or export data, or the ease of use and overall end-user interface.

  3. Who should help define and document requirements for the new enterprise system?

    When it comes to documenting and revising requirements, work with your IT staff; incorporating technology standards into a set of requirements is a best practice. Yet it is also necessary to seek input from non-IT individuals, or business process owners from multiple departments, those who will use and/or be affected by the new software system.

    Help these individuals or groups understand the capabilities of modern software systems by having them visit the sites of other organizations, or attend software industry conferences. You should also have them document the current system’s deficiencies. As for those in your organization who want to keep the current system, encourage their buy-in by asking them to highlight the system’s most valuable capabilities. Perspectives from both new system supporters and those not so eager to change will help build the best system.
     
  4. When do you revise enterprise system requirements?
    It is always important to begin the software procurement process with a documented set of requirements; you need them to identify the best solution. The same goes for the implementation process where vendors use the requirements to guide the setup and configuration of the new system. But be prepared to revise and enhance requirements when a vendor solution offers an improved capability or a better method to achieve the results. The best way to approach it is to plan to revise requirements constantly. This enables the software to better meet current needs, and often delivers enhanced capabilities.

Be sure to document system requirements for an efficient process

There may be thousands of requirements for an enterprise system. To make the procurement process as efficient as possible, continually define and refine requirements. While this takes time and resources, there are clear benefits:

  • Having requirements defined in an RFP helps vendors match the capabilities of their software systems to your organization’s needs and functional expectations. Without requirements, the software procurement and selection process has little framework, and from a vendor perspective becomes a subjective process — making it hard to get consistent information from all vendors.
  • Requirements help determine specific tasks and activities to address during the implementation process. While applications can’t always meet 100% of the requested functionalities, it’s important to emphasize the requirements that are most important to users, to help find the system that best meets the needs of your organization.
  • Requirements prove valuable even after implementation has begun, as they can help you test your system to make sure the software meets your organization’s particular needs before production use of the new system.

Our experienced consultants have led many software procurement projects and have firsthand knowledge about the challenges and opportunities associated with purchasing and implementing systems large and small. BerryDunn maintains an active database of requirements that we continually enhance, based on work performed for various clients and on technological advancements in the marketplace. Please contact us and we can help you define your requirements for large software system purchases.

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Four questions to ask before purchasing an enterprise software system

Read this if your organization is planning on upgrading or replacing an enterprise technology system.

It can be challenging and stressful to plan for technology initiatives, especially those that involve and impact every area of your organization. Common initiatives include software upgrades or replacements for:

  • Financial management, such as Enterprise Resource Planning (ERP) systems
  • Asset management systems
  • Electronic health records (EHR) systems
  • Permitting and inspections systems

Though the number of considerations when planning enterprise technology projects can be daunting, the greatest mistake you can make is not planning at all. By addressing just a few key areas, you can avoid some of the most common pitfalls, such as exceeding budget and schedule targets, experiencing scope creep, and losing buy-in among stakeholders. Here are some tips to help you navigate your next project:

Identify your IT project roles and resources

While most organizations understand the importance of identifying project stakeholder groups, it is often an afterthought. Defining these roles at the outset of your project helps you accurately estimate the work effort.

Your stakeholder groups may include:

  • An executive sponsor
  • A steering committee
  • A project manager
  • Functional leads
  • A technical team

Once you’ve established the necessary roles, you can begin reviewing your organization’s resources to determine the people who will be available to fill them. Planning for resource availability will help you avoid delays, minimize impact to regular business processes, and reduce the likelihood of burnout. But this plan won’t remain static—you can expect to make updates throughout the project.

Establish clear goals and objectives to keep your technology project on track

It’s important that an enterprise technology project has established goals and objectives statements. These statements will help inform decision-making, provide benchmarks for progress, and measure your project’s success. They can then be referenced when key stakeholders have differing perspectives on the direction to take with a pending decision. For example, if the objective of your project is to reduce paper-based processes, you may plan for additional computer workstations and focus technical resources on provisioning them. You’ll also be able to measure your success in the reduction of paper-based tasks.

Estimate your IT project budget accurately

Project funding is hardly ever overlooked, but can be complex with project budgets that are either underestimated or estimated without sufficient rationale to withstand approval processes and subsequent budget analysis. You may find that breaking down estimates to a lower level of detail helps address these challenges. Most technology projects incur costs in three key areas:

  • Vendor cost: This could include both one-time software implementation costs as well as recurring costs for maintenance and ongoing support.
  • Infrastructure cost: Consider the cost of any investments needed to support your project, such as data center hardware, networking components, or computing devices.
  • Supplemental resource cost: Don’t forget to include the cost of any additional resources needed for their specialized knowledge or to simply backfill project staff. This could include contracted resources or the additional cost of existing resources (i.e., overtime).

A good technology project budget also includes a contingency amount. This amount will depend on your organization’s standards, the relative level of confidence in your estimates, and the relative risk.

Anticipate the need for change management

Depending on the project, staff in many areas of your organization will be impacted by some level of change during a technology implementation. External stakeholders, such as vendors and the public, may also be affected. You can effectively manage this change by proactively identifying areas of likely change resistance and creating strategies to address them.

In any technology implementation, you will encounter change resistance you did not predict. Having strategies in place will help you react quickly and effectively. Some proven change management strategies include communicating throughout your project, involving stakeholders to get their buy-in, and helping ensure management has the right amount of information to share with their employees.

Maintain focus and stay flexible as you manage your IT project

Even with the most thought-out planning, unforeseen events and external factors may impact your technology project. Establish mechanisms to regularly and proactively monitor project status so that you can address material risks and issues before their impact to the project grows. Reacting to these items as they arise requires key project stakeholders to be flexible. Key stakeholders must recognize that new information does not necessarily mean previous decisions were made in error, and that it is better to adapt than to stick to the initial direction.

Whether you’re implementing an ERP, an EHR, or enterprise human resources or asset management systems, any enterprise technology project is a massive undertaking, involving significant investment and a coordinated effort with individuals across multiple areas of an organization. Common mistakes can be costly, but having a structured approach to your planning can help avoid pitfalls. Our experienced, objective advisors have worked with public and private organizations across the country to oversee large enterprise projects from inception to successful completion.

Contact our software consulting team with any questions.

Article
Planning for a successful enterprise technology project

Do you know what would happen to your company if your CEO suddenly had to resign immediately for personal reasons? Or got seriously ill? Or worse, died? These scenarios, while rare, do happen, and many companies are not prepared. In fact, 45% of US companies do not have a contingency plan for CEO succession, according to a 2020 Harvard Business Review study.  

Do you have a plan for CEO succession? As a business owner, you may have an exit strategy in place for your company, but do you have a plan to bridge the leadership gap for you and each member of your leadership team? Does the plan include the kind of crises listed above? What would you do if your next-in-line left suddenly? 

Whether yours is a family-owned business, a company of equity partners, or a private company with a governing body, here are things to consider when you’re faced with a situation where your CEO has abruptly departed or has decided to step down.  

1. Get a plan in place. First, assess the situation and figure out your priorities. If there is already a plan for these types of circumstances, evaluate how much of it is applicable to this particular circumstance. For example, if the plan is for the stepping down or announced retirement of your CEO, but some other catastrophic event occurs, you may need to adjust key components and focus on immediate messaging rather than future positioning. If there is no plan, assign a small team to create one immediately. 

Make sure management, team leaders, and employees are aware and informed of your progress; this will help keep you organized and streamline communications. Management needs to take the lead and select a point person to document the process. Management also needs to take the lead in demeanor. Model your actions so employees can see the situation is being handled with care. Once a strategy is identified based on your priorities, draft a plan that includes what happens now, in the immediate future, and beyond. Include timetables so people know when decisions will be made.  

2. Communicate clearly, and often. In times of uncertainty, your employees will need as much specific information as you can give them. Knowing when they will hear from you, even if it is “we have nothing new to report” builds trust and keeps them vested and involved. By letting them know what your plan is, when they’ll receive another update, what to tell clients, and even what specifics you can give them (e.g., who will take over which CEO responsibility and for how long), you make them feel that they are important stakeholders, and not just bystanders. Stakeholders are more likely to be strong supporters during and after any transition that needs to take place. 

3. Pull in professional help. Depending on your resources, we recommend bringing in a professional to help you handle the situation at hand. At the very least, call in an objective opinion. You’ll need someone who can help you make decisions when emotions are running high. Bringing someone on board that can help you decipher what you have to work with and what your legal and other obligations may be, help rally your team, deal with the media, and manage emotions can be invaluable during a challenging time. Even if it’s temporary. 

4. Develop a timeline. Figure out how much time you have for the transition. For example, if your CEO is ill and will be stepping down in six months, you have time to update any existing exit strategy or succession plan you have in place. Things to include in the timeline: 

  • Who is taking over what responsibilities? 
  • How and what will be communicated to your company and stakeholders? 
  • How and what will be communicated to the market? 
  • How will you bring in the CEO's replacement, while helping the current CEO transition out of the organization? 

If you are in a crisis situation (e.g., your CEO has been suddenly forced out or asked to leave without a public explanation), you won’t have the luxury of time.  

Find out what other arrangements have been made in the past and update them as needed. Work with your PR firm to help with your change management and do the right things for all involved to salvage the company’s reputation. When handled correctly, crises don’t have to have a lasting negative impact on your business.   

5. Manage change effectively. When you’re under the gun to quickly make significant changes at the top, you need to understand how the changes may affect various parts of your company. While instinct may tell you to focus externally, don’t neglect your employees. Be as transparent as you possibly can be, present an action plan, ask for support, and get them involved in keeping the environment positive. Whether you bring in professionals or not, make sure you allow for questions, feedback, and even discord if challenging information is being revealed.  

6. Handle the media. Crisis rule #1 is making it clear who can, and who cannot, speak to the media. Assign a point person for all external inquiries and instruct employees to refer all reporter requests for comment to that point person. You absolutely do not want employees leaking sensitive information to the media. 
 
With your employees on board with the change management action plan, you can now focus on external communications and how you will present what is happening to the media. This is not completely under your control. Technology and social media changed the game in terms of speed and access to information to the public and transparency when it comes to corporate leadership. Present a message to the media quickly that coincides with your values as a company. If you are dealing with a scandal where public trust is involved and your CEO is stepping down, handling this effectively will take tact and most likely a team of professionals to help. 

Exit strategies are planning tools. Uncontrollable events occur and we don’t always get to follow our plan as we would have liked. Your organization can still be prepared and know what to do in an emergency situation or sudden crisis.  Executives move out of their roles every day, but how companies respond to these changes is reflective of the strategy in place to handle unexpected situations. Be as prepared as possible. Own your challenges. Stay accountable. 

BerryDunn can help whether you need extra assistance in your office during peak times or interim leadership support during periods of transition. We offer the expertise of a fully staffed accounting department for short-term assignments or long-term engagements―so you can focus on your business. Meet our interim assistance experts.

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Crisis averted: Why you need a CEO succession plan today

Read this if your CFO has recently departed, or if you're looking for a replacement.

With the post-Covid labor shortage, “the Great Resignation,” an aging workforce, and ongoing staffing concerns, almost every industry is facing challenges in hiring talented staff. To address these challenges, many organizations are hiring temporary or interim help—even for C-suite positions such as Chief Financial Officers (CFOs).

You may be thinking, “The CFO is a key business partner in advising and collaborating with the CEO and developing a long-term strategy for the organization; why would I hire a contractor to fill this most-important role?” Hiring an interim CFO may be a good option to consider in certain circumstances. Here are three situations where temporary help might be the best solution for your organization.

Your organization has grown

If your company has grown since you created your finance department, or your controller isn’t ready or suited for a promotion, bringing on an interim CFO can be a natural next step in your company’s evolution, without having to make a long-term commitment. It can allow you to take the time and fully understand what you need from the role — and what kind of person is the best fit for your company’s future.

BerryDunn's Kathy Parker, leader of the Boston-based Outsourced Accounting group, has worked with many companies to help them through periods of transition. "As companies grow, many need team members at various skill levels, which requires more money to pay for multiple full-time roles," she shared. "Obtaining interim CFO services allows a company to access different skill levels while paying a fraction of the cost. As the company grows, they can always scale its resources; the beauty of this model is the flexibility."

If your company is looking for greater financial skill or advice to expand into a new market, or turn around an underperforming division, you may want to bring on an outsourced CFO with a specific set of objectives and timeline in mind. You can bring someone on board to develop growth strategies, make course corrections, bring in new financing, and update operational processes, without necessarily needing to keep those skills in the organization once they finish their assignment. Your company benefits from this very specific skill set without the expense of having a talented but expensive resource on your permanent payroll.

Your CFO has resigned

The best-laid succession plans often go astray. If that’s the case when your CFO departs, your organization may need to outsource the CFO function to fill the gap. When your company loses the leader of company-wide financial functions, you may need to find someone who can come in with those skills and get right to work. While they may need guidance and support on specifics to your company, they should be able to adapt quickly and keep financial operations running smoothly. Articulating short-term goals and setting deadlines for naming a new CFO can help lay the foundation for a successful engagement.

You don’t have the budget for a full-time CFO

If your company is the right size to have a part-time CFO, outsourcing CFO functions can be less expensive than bringing on a full-time in-house CFO. Depending on your operational and financial rhythms, you may need the CFO role full-time in parts of the year, and not in others. Initially, an interim CFO can bring a new perspective from a professional who is coming in with fresh eyes and experience outside of your company.

After the immediate need or initial crisis passes, you can review your options. Once the temporary CFO’s agreement expires, you can bring someone new in depending on your needs, or keep the contract CFO in place by extending their assignment.

Considerations for hiring an interim CFO

Making the decision between hiring someone full-time or bringing in temporary contract help can be difficult. Although it oversimplifies the decision a bit, a good rule of thumb is: the more strategic the role will be, the more important it is that you have a long-term person in the job. CFOs can have a wide range of duties, including, but not limited to:

  • Financial risk management, including planning and record-keeping
  • Management of compliance and regulatory requirements
  • Creating and monitoring reliable control systems
  • Debt and equity financing
  • Financial reporting to the Board of Directors

If the focus is primarily overseeing the financial functions of the organization and/or developing a skilled finance department, you can rely — at least initially — on a CFO for hire.

Regardless of what you choose to do, your decision will have an impact on the financial health of your organization — from avoiding finance department dissatisfaction or turnover to capitalizing on new market opportunities. Getting outside advice or a more objective view may be an important part of making the right choice for your company.

BerryDunn can help whether you need extra assistance in your office during peak times or interim leadership support during periods of transition. We offer the expertise of a fully staffed accounting department for short-term assignments or long-term engagements―so you can focus on your business. Meet our interim assistance experts.

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Three reasons to consider hiring an interim CFO

We all know them. In fact, you might be one of them — people who worry the words “go live” will lead to job loss (theirs). This feeling is not entirely irrational. When an organization is ready to go live from an existing legacy system to a new enterprise system, stress levels rise and doubts emerge: What can go wrong? How much time will be lost? Are we really ready for this?

We’re here to help. Here is a list of go-live essentials to help you mitigate stress and assess your readiness. While not all-encompassing, it’s a good place to start. Here’s what you need:

  1. A detailed project plan which specifies all of the implementation tasks
    A project plan is one of the most important parts of an implementation. A detailed plan that identifies all of the implementation tasks along with an assigned resource for each task is critical to success. The implementation vendor and the organization should develop this plan together to get buy-in from both teams.
  1. A completed system configuration
    New system configuration is one of the most time-consuming aspects of a technology implementation. If you don’t complete the implementation in a timely manner, it will impact your go-live date. Configure the new system based upon the best practices of the system — not how the existing system was — for timely implementation.
  1. External system interface identification
    While replacement of some external systems may be a goal of an implementation, there may be situations where external systems are not replaced or the organization has to send and/or receive data from external organizations. And while new systems have advanced interface technology capabilities, the external systems may not share these capabilities. Therefore it is imperative that you identify external system interfaces to avoid gaps in functionality.
  1. Testing, testing, testing
    End-to-end testing or User Acceptance Testing (UAT) is often overlooked. It involves completing testing scenarios for each module to ensure appropriate system configuration. While the timing of UAT may vary, allow adequate time to identify solutions to issues that may result from UAT.
  1. Data conversion validation
    When you begin using a new system, it’s best to ensure you’re working with clean, up-to-date data. Identify data conversion tasks in the project plan and include multiple data conversion passes. You must also determine if the existing data is actually worth converting. When you complete the data conversion, check for accuracy.
  1. End user training
    You must train all end users to ensure proper utilization across the organization. Don’t underestimate the amount of time needed for end user training. It is also important to provide a feedback mechanism for end users to determine if the training was successful.
  1. A go-live cutover plan
    The overall project plan may indicate go-live as an activity. List specific activities to complete as part of go-live. You can build these tasks into the project plan or maintain them as a separate checklist to promote a smooth transition.
  1. Support structure
    Establish an internal support structure when preparing for go-live to help address issues that may arise. Most organizations take time to configure and test the system and provide training to end users prior to go-live. Questions will arise as part of this process — establish a process to track and address these questions.

Technology implementations can significantly impact your organization, and it’s common for stress levels to rise during the go-live process. But with the right assessment and preparation, you can lessen their impact and reduce staff stress. Our experienced, objective advisors work with public and private sector organizations across the country to oversee large enterprise projects from inception to successful completion. Please reach out to us to learn more about preparing for your next big project.

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Don't worry, just assess: Eight tips for reducing go-live stress

When last we blogged about the Financial Accounting Standards Board’s (FASB) new “current expected credit losses” (CECL) model for estimating an allowance for loan and lease losses (ALLL), we reviewed the process for developing reasonable and supportable forecasts for use in establishing the ALLL. Once you develop those forecasts, how does that information translate into amounts to set aside for loan losses?

A portion of the ALLL will continue to be based on specifically identified loans you’re concerned about. For those loans, you will continue to establish a specific component of the ALLL based on your estimate of the loss ultimately expected on the loans.

The tricky part, of course, is estimating an ALLL for the other 99% of the loan portfolio. This is where the forecasts come in. The new rules do not prescribe a particular methodology, and banking regulators have indicated community banks will likely be able to continue with their current approach, adjusted to use appropriate inputs in a manner that complies with the CECL model. One of the biggest challenges is the expectation in CECL that the ALLL will be estimated using the institution’s historical information, to the extent available and relevant.

Following is just one of many ways  you can approach it. I’ve also included a link at the end of this article to an example illustrating this approach.

Step One: Historical Loss Factors

  1. First, for a given subset of the loan portfolio (e.g., the residential loan pool), you might first break down the portfolio by the number of years remaining until expected payoff (via maturity or refinancing). This is important because, on average, a loan with seven years remaining until expected payoff will have a higher level of remaining lifetime losses than a loan with one year remaining. It therefore generally wouldn’t be appropriate to use the same loss factor for both loans.
     
  2. Next, decide on a set of drivers that tend to correlate with loan losses over time. FASB has indicated it doesn’t expect highly mathematical correlation models will be necessary, especially for community banks. Instead, select factors in your bank’s experience indicative of future losses. These may include:
    • External factors, such as GDP growth, unemployment rates, and housing prices
    • Internal factors such as delinquency rates, classified asset ratios, and the percentage of loans in the portfolio for which certain policy exceptions (e.g., loan-to-value ratio or minimum credit score) were granted
       
  3. Once you select this set of drivers, find an historical loss period — a period of years corresponding to the estimated remaining life of the portfolio in question — where the historical drivers best approximate those you’re expecting in the future, based on your forecasts. For that historical loss period, determine the lifetime remaining loss rates of the loans outstanding at the beginning of that period, broken down by the number of years remaining until payoff. (This may require significant data mining, especially if that historical loss period was quite a few years ago.
     
  4. Apply those loss rates to the breakdown derived in (a) above, by years remaining until maturity.

    Step Two: Adjustments to Historical Loss Rates

    The CECL model requires we adjust historical loss factors for conditions that may not be adequately captured by the historical loss period analysis we’ve just described. Let’s say a particular geographical subset of your market area is significantly affected by the economic fortunes of a large employer in that area.  Based on economic trends or recent developments, you might expect that employer to have a particularly bright – or dim – future over the forecast period; accordingly, you forecast loans to borrowers in that area will have losses that differ significantly from the rest of the portfolio.

    The approach for these loans is the same as in the previous step. However:

    These loans would be segregated from the remainder of the portfolio, which would be subject to the general approach in step one. As you think through this approach, there are myriad variations and many decisions to make, such as:

    Our intent in describing this methodology is to help your CECL implementation team start the dialogue in terms of converting theoretical concepts in the CECL model to actual loans and historical experience.

    To facilitate that discussion, we’ve included a very simple example here that illustrates the steps described above. Analyzing an entire loan portfolio under the CECL model is an exponentially more complex process, but the concepts are the same — forecasting future conditions, and establishing an ALLL based on the bank’s (or, when necessary, peers’) lifetime loan loss experience under similar historical conditions.

    Given the amount of number crunching and analysis necessary, and the potentially significant increase in the ALLL that may result from a lifetime-of-loan loss model, it’s safe to say the time to start is now! If you have any questions about CECL implementation, please contact Tracy Harding or Rob Smalley.

    Other resources
    For more information on CECL, check out our other blogs:

    CECL: Where to Start
    CECL: Bank and Branch Acquisitions
    CECL: Reasonable and Supportable

    To sign up to receive notification of our next CECL update, click here.

    • In substep (c), you would focus on forecasted conditions (such as unemployment rate and changes in real estate values) in the geographical area in which the significant employer is located.
    • You would then select an historical loss period that had actual conditions for that area that best correspond to those you’ve just forecasted.
    • In substep (d), you would determine the lifetime remaining loss rates of loans outstanding at the beginning of that period.
    • In substep (e), you would apply those rates to loans in that geographic area.
    • How to break down the portfolio
    • Which conditions to analyze
    • How to analyze the conditions for correlation with historical loss periods
    • Which resulting loss factors to apply to which loans
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CECL implementation: So, you've developed reasonable and supportable forecasts — now what?

Recently, federal banking regulators released an interagency financial institution letter on CECL, in the form of a Q&A. Read it here. While there weren’t a lot of new insights into expectations examiners may have upon adoption, here is what we gleaned, and what you need to know, from the letter.

ALLL Documentation: More is better

Your management will be required to develop reasonable and supportable forecasts to determine an appropriate estimate for their allowance for loan and lease losses (ALLL). Institutions have always worked under the rule that accounting estimates need to be supported by evidence. Everyone knows both examiners and auditors LOVE documentation, but how much is necessary to prove whether the new CECL estimate is reasonable and supportable? The best answer I can give you is “more”.

And regardless of the exact model institutions develop, there will be significantly more decision points required with CECL than with the incurred loss model. At each point, both your management and your auditors will need to ask, “Why this path vs. another?” Defining those decision points and developing a process for documenting the path taken while also exploring alternatives is essential to build a model that estimates losses under both the letter and the spirit of the new rules. This is especially true when developing forecasts. We know you are not fortune tellers. Neither are we.

The challenge will be to document the sources used for forecasts, making the connections between that information and its effect on your loss data as clear as possible, so the model bases the loss estimate on your institution’s historical experience under conditions similar to those you’re forecasting, to the extent possible.

Software may make this easier… or harder.               

The leading allowance software applications allow for virtually instantaneous switching between different models, permitting users to test various assumptions in a painless environment. These applications feature collection points that enable users to document the basis for their decisions that become part of the final ALLL package. Take care to try and ensure that the support collected matches the decisions made and assumptions used.

Whether you use software or not there is a common set of essential controls to help ensure your ALLL calculation is supported. They are:

  • Documented review and recalculation of the ALLL estimate by a qualified individual(s) independent of the preparation of the calculation
  • Control over reports and spreadsheets that include data that feed into the overall calculation
  • Documentation supporting qualitative factors, including reasonableness of the resulting reserve amounts
  • Controls over loan ratings if they are a factor in your model
  • Controls over the timeliness of charge-offs

In the process of implementing the new CECL guidance it can be easy to focus all of your effort on the details of creating models, collecting data and getting to a reasonable number. Based on the regulators’ new Q&A document, you’ll also want to spend some time making sure the ALLL number is supportable.  

Next time, we’ll look at a lesser known section of the CECL guidance that could have a significantly negative impact on the size of the ALLL and capital as a result: off-balance-sheet credit exposures.

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CECL: Reasonable and supportable? Be ready to be ALLL in

Financial fraud by the numbers

In a June 2016 Gallup poll, 72 percent of respondents said they had “very little” or only “some” confidence in banks.1 This lack of confidence lives alongside recent headlines—including major fraud schemes revealed at Deutsche Bank this summer—and the fact that the financial services industry is the most affected sector in the world when it comes to occupational fraud.

Financial institutions account for 16.8% of all occupational fraud worldwide, with a median loss of $192,000 per case.2 Longer running, complex schemes can cost organizations much more—overall, 23% of fraud cases in 2015 caused losses of $1 million or more.3

What does a fraudster looks like, and how do they commit their crimes? How do you prevent fraud from happening at your organization? And how can you strengthen an already robust anti-fraud program?

Profile of a fraudster

One of the most difficult tasks any organization faces is identifying and preventing potential cases of fraud. This is especially challenging because the majority of employees who commit fraud are first-time offenders with no record of criminal activity, or even termination at a previous employer.

The 2016 report from the Association of Certified Fraud Examiners (ACFE) reveals a few commonalities between fraudsters:4

  • 3% of fraudsters had no criminal background
  • Men committed 69% of frauds and women committed 31%
  • More than half of fraudsters were between the ages of 31 and 45
  • 3% of fraudsters were an employee, 31% worked as a manager and 20% operated at the executive/owner level

Employees who committed fraud displayed certain behaviors during their schemes. The ACFE reported these top red flags:5

  • Living beyond means – 45.8%
  • Financial difficulties – 30.0%
  • Unusually close association with vendor/customer – 20.1%
  • Control issues, unwillingness to share duties – 15.3%

These figures give us a general sense of who commits fraud and why. But in all cases, the most pressing question remains: how do you prevent the fraud from happening?

Preventing fraud: A two-pronged approach

As a proactive plan for preventing fraud, we recommend focusing time and energy on two distinct facets of your operations: leadership tone and internal controls.

Leadership tone

The Board of Directors and senior management are in a powerful position to prevent fraud. By fostering a culture of zero-tolerance for fraud at the top of an organization, you can diminish opportunity for employees to consider, and attempt, fraud.

It is crucial to start at the top. Not only does this send a message to the rest of the company, but in the United States, frauds committed at the executive level had a median loss of $500,000 per case, compared to a median loss of $54,000 when a lower level employee perpetrated the fraud.6

A specific action plan for the Board of Directors is outlined in our free white paper on financial institution fraud.

Internal controls

Every financial institution uses internal controls in its daily operations. Yet over half of all frauds could be prevented if internal controls were implemented or more strongly enforced.7

The importance of internal controls cannot be overstated. Every organization should closely examine its internal controls and determine where they can be strengthened – even financial institutions with strong anti-fraud measures in place. 

The experts at BerryDunn have created a checklist of the top 10 internal controls for financial institutions, available in our white paper on preventing fraud. This is a list that we encourage every financial leader to read. By strengthening your foundation, your company will be in a powerful place to prevent fraud.

Read more to prevent fraud

Employees are your greatest strength and number one resource. Taking a proactive, positive approach to fraud-prevention maintains the value employees bring to a financial institution, while focusing on realistic measures to discourage fraud.

In our free whitepaper on preventing financial institution fraud, we take a deeper look at how to successfully implement a strong anti-fraud plan.

Commit to strengthening fraud prevention and you will instill confidence in your Board, employees, customers and the general public. It’s a good investment for any financial institution.

1http://www.gallup.com/poll/1597/confidence-institutions.aspx 2-7Report to the Nations on Occupational Fraud and Abuse: 2016 Global Fraud Study, The Association of Certified Fraud Examiners, p. 34-35

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Preventing fraud at financial institutions: An anti-fraud plan is the best investment you can make