Unlocking Opportunities in Big Data

The Chartered Institute of Management Accountants (CIMA) in joint collaboration with the American Institute of Certified Public Accountants (AICPA) released a report on how organizations can unlock the value of big data and drive business performance.

In addition to comprehensive desk research, over 2000 CFOs and finance professionals working in a broad range of sectors across more than 80 countries were surveyed for the report.

Data has become a key focus for business leaders today and is changing the way business is done.

The volume, variety and velocity of data available for analysis is expanding exponentially and this wider shift towards a data-driven business model can be attributed to recent advancements in IT.

Widespread adoption of enterprise resource planning (ERP) systems, electronic point of sale (EPOS), ecommerce and other internet-based systems has allowed more and more data organizational data to be captured digitally.

There is now an unlimited array of data sources for the organization. Examples of these data sources include mobile devices, call centre recordings, external data feeds, machine-generated data, customers’ social media posts etc.

Data generated from all these sources includes a mixture of structured internal data and typically unstructured external data that may be used to strengthen analysis and forecasting and yield new insights into business performance, risks and opportunities.

This data explosion requires organizations to focus on developing new skills, invest in new tools and adapt new ways of thinking.

The more data becomes a core business asset, the more the organization must learn to adapt to this data-driven business era and determine how it will use data to improve business performance.

This means having the ability to find and extract insights from its data.

In this era of data-driven decision-making, finance professionals are well placed to transform data into commercial insights and value through planning, budgeting, forecasting and performance management.

In other words, finance must know how to aggregate outcomes so that they can be converted into insightful reports.

To truly unlock the opportunities in big data, finance and accounting professionals need to partner closely with IT, data scientists and business leaders who in turn will turn their insights into action.

Furthermore, finance professionals must have the ability to clearly communicate, lead and influence as well as possess a strategic understanding of the business.

The report also identifies five traits of the data-enabled CFO and these include the following:

  • Able to identify which data points are more useful in understanding what drives the business.
  • Have a clear sense of what customers care about most, why they choose the organization’s products and services, how those customers are acquired and what helps retain them.
  • Able to embrace new forms of data and creative ways to incorporate this into business decision-making.
  • Comfortable with uncertainty, including the reality that big data may not provide definite answers.
  • Explore new ways to interpret data to better inform management decision-making.

Instead of relying on accounting data that is typically historical in nature, finance is now increasingly required to provide a real time forward-looking perspective of corporate finance.

Investing in new analytics techniques and tools which are capable of managing and analyzing large amounts of data can help management draw new insights from data.

Organizations that choose to ignore the value of data in decision-making run the risk of losing out to others who are improving performance and gaining new insights from their data.

Opportunities arising from big data include:

  • Ability to identify new opportunities for cutting costs or increasing efficiency.
  • Improved development and monitoring of KPIs that are aligned to corporate strategy.
  • Ability to prepare driver-based forecasts i.e. basing financial forecasts on operational drivers.
  • Ability to identify, assess and monitor external risks.
  • Increased revenues through better customer segmentation etc.
  • Ability to improve the responsiveness of decision-making and strategic planning.

Although new analytics tools play an important role in analyzing data and extracting insights from it, before delving into the world of unstructured data analysis, organizations should first identify the key business questions they actually want answered.

In other words, the organization needs to fully understand its business model and its intangible assets, its data structures, data quality and data sources.

Once the problem to be solved is defined, the organization must then identify the data needed to answer its questions. In order to successfully inform decision-making or performance management, the data to be used must be reliable and accurate.

Finance need to take the lead role of extracting insights from the data available within the organization.

At the beginning of a data analytics project, Finance must ask the right questions and also ensure that any insights generated are actually used to aid decision-making and drive business performance.

The ability to manipulate data and present it in many ways that are insightful and relevant to the audience is important for driving performance.

The following five steps are essential for creating a data-centric business:

  • Understand what new data would be relevant to your business model and competitive position.
  • Assess what data initiatives are already in place within your business.
  • Identify potential quick wins or small-scale proof of concept projects.
  • Conduct a formal data project to develop a related strategy.
  • Build on this initiative to start developing a data culture and ensure that data is regarded as an asset of the business as a whole.

In conclusion, finance needs to look beyond historical reporting and recognize the commercial potential of embracing a wider set of data.

Furthermore, finance will need to review other non-traditional sources of data in order to gain more thorough understanding of business performance.

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The Art of Risk Management

This is the title of the article by BCG published a few years ago. The article discusses the principles that should govern the approach to risk management by companies of all shapes and sizes.

The authors make several points with which I agree. Here are some excerpts:

  • Risk management is essential in today’s volatile economy. In a continuously changing economic environment, companies cannot assume a stable risk landscape.
  • Stop thinking of risk management as primarily a regulatory issue. Embed risk management in the mindset of the broader organization.
  • Risk management is a value-creating activity that is an essential part of the strategic conversation inside the company. The goal of that discussion should not be to eliminate or minimize risk but to use it to create a competitive advantage.
  • Risk management starts at the top. The organization needs to demonstrate that it has made risk management a high priority and an integral part of the decision-making process by appointing a dedicated risk leader who reports back frequently to the CEO and the board to discuss the latest trends and any changes in the company’s risk scenarios.
  • Risk cannot be managed from an ivory tower. Risk Management should not exist in isolation from the rest of the organization, with an insufficiently granular understanding of the actual business-specific risks the company faces. To avoid this outcome, integrate risk management into the company’s entire routine management processes, including planning, capital allocation, controlling, and reporting.
    • Understand the scope of the risks the company faces.
    • Plan for how the company will manage those risks.
    • Act to mitigate the risks or take advantage of strategic opportunities.
  • Avoid relying on black boxes. Although sometimes appropriate, over-reliance on complex metrics or models can muddy the risk management process, turning it from a transparent management activity into a frustrating black box. The appropriate level of complexity is company-specific and depends on the industry, business model, availability of data, level of experience, and mandatory legal requirements.
  • Align risk management with a company’s overall business strategy. Companies need to identify all relevant risks – not just those that can be easily quantified. Some of the relevant risks for a company may be those that are qualitative and especially difficult to quantify.
  • Risk management is more than a policy; it is a culture. The objective of a company’s risk-management system should be not only to enforce new policies but also to create a risk-aware culture that addresses risks proactively, not reactively, and manages them to create new sources of competitive advantage.
  • Effective risk management depends on the free flow of information throughout the organization. Unless employees at all levels of the organization are actively involved in the risk management process, it will be difficult to maintain the unrestricted flow of information. This can result in the most important data getting buried in one part of the organization unavailable to other parts of the business.
  • Risk management deals with uncertain futures. As a result, the goal should not be to develop precise metrics or future outcomes but to strive for a general understanding of the probabilities and potential impact of various trends or scenarios on business performance and enable decision-makers to confront the uncertain nature of risk and act accordingly.
  • Risk management is never about finding “the answer.” Rather, it is about continually refining the organization’s assumptions about the future and its understanding of the implications of those assumptions for the company’s business. Assumptions about risk often change quickly, so the relevant parameters, probabilities, impacts, and correlations should be revisited frequently.
  • It is possible to prepare for unknown risks by building an organization that so excels at crisis management that it is resilient even in situations in which it is blindsided by unprecedented challenges. For example, through developing the ability to detect, capture, and exploit information patterns as well as to think outside existing frameworks and risk landscapes.
  • Avoid the downside, but don’t forget the upside. Companies should use risk management also to identify new opportunities and to exploit them systematically. For example, scenario planning should be used to define not only worst-case scenarios but also best-case scenarios. Think in advance about how a company can make the best use of the latest market developments and trends and ultimately make the right decisions.

I enjoyed reading the article and highly recommend it.

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Leading in Uncertain Times

One of the biggest challenges facing business leaders today is making the right decisions that will ensure their organizations succeed, survive, and remain competitive in an increasingly uncertain and complex environment.

A recent post, The best way to lead in uncertain times may be to throw out the playbook, by Strategy+Business has several good points.

The article is about the COVID-19 pandemic, how global companies navigated through the crisis, and how best to prepare for future disruptions. Here are some key points and my comments.

  • Rather than follow a rigid blueprint, executives must help organizations focus on sensing and responding to unpredictable market conditions.
    • Comment: Senior leaders play a vital role in providing clarity about the organization’s strategic direction, creating alignment on key priorities to ensure the achievement of enterprise objectives, and ensuring the business model is continuously evolving to create and capture value in the face of uncertainty. They must not rest on their laurels and stick to the beliefs and paradigms that got them to where they are today and hope they will carry them through tomorrow. Regulatory changes, new products, competition, markets, technologies, and shifts in customer behavior are upending many outdated assumptions about business success. Thus, the businesses you have today are different from the ones you will need in the future hence the importance of continuously sensing changes in the global economy. Employees and teams often feed off the energy of their leaders and tend to focus their attention where the leader focuses attention. If the leader is comfortable with current business practices and rarely embraces the future or challenges the status quo, then the team is highly likely to follow suit.
  • When it became clear that supply chains and other operations would fracture, organizations began scenario planning to shift production sources, relocate employees, and secure key supplies.
    • Comment: Instead of using scenario planning to anticipate the future and prepare for different outcomes, it seems most of the surveyed organizations used scenario planning as a reactionary tool. Don’t wait for a crisis or a shift in the market to start thinking about the future. The world is always changing. As I wrote in The Resilient Organization, acknowledge that the future is a range of possible outcomes, learn and develop capabilities to map out multiple future scenarios, develop an optimal strategy for each of those scenarios, then continually test the effectiveness of these strategies. This does not necessarily mean that every change in the market will impact your business. Identify early warnings of what might be important and pay closer attention to those signals. In other words, learn to separate the signals from the noise.
  • The pandemic forced the organization’s senior management team to re-examine how all decisions were made.
    • Comment: Bureaucracy has for a very long time stood in the way of innovation and agility. To remain innovative and adapt quickly in a fast-changing world, the organization must have nimble leadership and an empowered workforce where employees at all levels can dream up new ideas and bring them to life. Identifying and acting on emerging threats and potential opportunities is not the job of the leader alone but every team member. To quote Rita McGrath, in her book Seeing Around Corners, she writes, “Being able to detect weak signals that things are changing requires more eyes and ears throughout the organization. The critical information that informs decision-making is often locked in individual brains.” In addition to the internal environment, the leader must also connect with the external environment (customers, competitors, regulators, and other stakeholders), looking for what is changing and how.
  • It’s worthwhile for leaders of any team to absorb the lessons of sense-respond-adapt, even if there is no emergency at hand.
  • Sensing: Treat the far-flung parts of your enterprise as listening stations. The question leaders must ask is, “What are we learning from our interactions beyond the usual information about costs and sales?” Train your people to listen for potentially significant anomalies and ensure that important information is not trapped in organizational silos.
    • Comment: Cost and sales data are lagging indicators that reveal the consequences or outcomes of past activities and decisions. Although this information can help leaders spot trends by looking at patterns over time, it doesn’t help understand the future and inform what needs to be done for the numbers to tell a different story. In addition to lagging indicators, pay attention to current and leading indicators and understand the relationship between these indicators and outcomes.
  • Responding: Improve communication across intra- and inter-organizational boundaries. Leaders should view business continuity as an essential function that acts as connective tissue for the enterprise.
    • Comment: In addition to creating mechanisms that allow the free flow of information both inside and outside the organization, decision-makers should also be comfortable receiving information that challenges their personal view of the world, even if it’s not what they want to hear. Create a culture of psychological safety where people are not afraid to share bad news for fear of getting punished, but rather are acknowledged and rewarded for speaking up. Leveraging the diversity of thought enables leaders to anticipate the future as an organization, decide what to do about it collectively, and then mobilize the organization to do what’s necessary.
  • Adapting: Challenge assumptions, and question orthodoxies. There’s always the temptation to mitigate threats simply by applying existing practices harder and faster. One way to get at those deeper issues and encourage double-loop learning is to ask, “What needs to be true for this to be the right approach?”
    • Comment: In an increasingly uncertain environment, it’s difficult to survive and thrive with an old business model or outdated technologies. Many businesses fail because they continue doing the same thing for too long, and they don’t respond quickly enough and effectively when conditions change. As a leader, stay curious and connected to the external environment, look for market shifts, understand what needs to be regularly refreshed and reimagined, adopt new technologies and capabilities, and adapt in ordinary times but also during times of transition. Unfortunately for many leaders, it’s just more convenient for them to continually downplay the fact that conditions are changing than take the appropriate course of action that drives business success.

How are you preparing your organization for potential future disruptions?

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The Collaborative Organization

These days the term collaboration has become synonymous with organizational culture, creativity, innovation, increased productivity, and success.

Let’s look at the COVID-19 pandemic as an example. At the peak of the crisis, several companies instructed their workers to adopt remote working as a health and safety precautionary measure.

Two years into the pandemic, they are now asking their employees back to the office full time or are planning to adopt a hybrid model.

The need to preserve our collaborative culture and accelerate innovation are two of the top benefits being cited by organizational and team leaders for bringing workers back.

Collaboration is indeed essential for the achievement of team goals, functional objectives, and the overall success of the organization.

Today’s breakthrough innovations are emerging from many interacting teams and collaborative relationships.

When teams, functions, and organizations collaborate, the whole is greater than the sum of its parts; group genius emerges, and creativity unfolds.

But, what makes a successful collaboration? What are the key enabling conditions?

  • It extends beyond the boundaries of the organization. Business success is a function of internal and external relationships. Instead of viewing your business in vacuo, understand that you are part of an ecosystem. External to your organization, who do you need to partner with to enhance your value creation processes, achieve/exceed your objectives, or successfully execute your strategy?
  • Ensure the objectives are clear and there is shared understanding by everyone. Unclear objectives are one of the topmost barriers to team and organizational performance.
  • Foster a culture that encourages opinions and ideas that challenge the consensus. People should feel free to share their ideas and not hold back for fear of others penalizing them or thinking less of them. Collaboration is hindered when one or two people dominate the discussion, are arrogant, or don’t think they can learn anything from others.
  • Groups perform more effective under certain circumstances, and less effective under others. There is a tendency to fixate on certain topics of discussion amongst groups which often leaves members distracted from their ideas. To reduce the negative effects of topic fixation, members of the group should be given periods to work alone and switch constantly between individual activity and group interaction.
  • Effective collaboration can happen if the people involved come from diverse backgrounds and possess complementary skills to prevent conformity. The best collective decisions or creative ideas are often a product of different bodies of knowledge, multiple opinions, disagreement, and divergent thought processes, not consensus or compromise.
  • New technologies are making collaboration easier than ever, enabling us to increase our reach and broaden our network. Although new technology helps, it will not make your organization collaborative without the right culture and values in place. First, define what you want to achieve through collaboration then use these tools to promote creative collaboration.

How else are you championing collaboration within your organization to create value and succeed?

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