What is Business Forecasting? Definition and FAQs | HEAVY.AI (2024)

Business Forecasting Definition

Business forecasting is the process of predicting future developments in business based on analysis of trends in past and present data.

What is Business Forecasting? Definition and FAQs | HEAVY.AI (1)

FAQs

What is Business Forecasting?

Business forecasting refers to the tools and techniques used to predict developments in business, such as sales, expenditures, and profits. The purpose of business forecasting is to develop better strategies based on these informed predictions. Past data is collected and analyzed via quantitative or qualitative models so that patterns can be identified and can direct demand planning, financial operations, future production, and marketing operations.


The business forecasting process entails:

  • Identify the problem, data point, or question that will be the basis of the systematic investigation.
  • Identify relevant, theoretical variables and determine the ideal manner for collecting datasets.
  • Make estimates about future business operations based on information collected through investigation.
  • Choose the model that best fits the dataset, variables, and estimates. The chosen model conducts data analysis and a forecast is made.
  • Note the deviations between actual performance and the forecast. Use this information to refine the process of predicting and improve the accuracy of future forecasts.

Business Forecasting Techniques

Business forecasting and planning can be conducted by either quantitative modeling methods or qualitative modeling methods:

Quantitative Techniques in Business Forecasting


Quantitative forecasting is a long term business forecasting method concerned only with measurable data such as statistics and historical data. Past performance is used to identify trends or rates of change. These types of business forecasting are especially useful for long range forecasting in business. Quantitative models include:

  • Trend Analysis Method: Also known as “Time Series Analysis,” this forecast method uses past data to predict future events, excluding outliers and holding more recent data in higher regard. This method is most effective when there is a large quantity of historical data showing clear and stable trends. This is the most common and cost-effective method.
  • Econometric Modeling: This mathematical model makes use of several multiple-regres­sion equations to test the consistency of datasets over time and the significance of the relationship between datasets, and to predict significant economic shifts and the potential effect of those shifts on the company.
  • Indicator Approach: This approach follows the relationship between certain indicators and uses the leading indicator data in order to estimate the performance of the lagging indicators. Lagging indicators are a type of KPI that measure business performance subsequently and provide insight into the impact of business strategies on the results achieved.

Qualitative Techniques in Business Forecasting


Qualitative forecasting relies on industry experts or “market mavens” to make short-term predictions. These techniques are especially useful in forecasting markets for which there is insufficient historical data to make statistically relevant conclusions. Qualitative models include:

  • Market Research: Polls and surveys are conducted with a large number of prospective consumers regarding a specific product or service in order to predict the margin by which consumption will either decrease or increase.
  • Delphi Model: A panel of experts are polled on their opinions regarding specific topics. Their predictions are compiled anonymously and a forecast is made.

What is the Importance of Forecasting in Business?

The use of forecasts in business management is indispensable for nearly every decision in every industry. The use of business forecasting provides information that helps business managers identify and understand weaknesses in their planning, adapt to changing circ*mstances, and achieve effective control of business operations.

Some business forecasting examples include: determining the feasibility of facing existing competition, measuring the possibility of creating demand for a product, estimating the costs of recurring monthly bills, predicting future sales volumes based on past sales information, efficient allocation of resources, forecasting earnings and budgeting, and scrutinizing the appropriateness of management decisions.

Business forecasting software can help business managers and forecasters not only generate forecast reports easily, but also better understand predictions and how to make strategic decisions based off of these predictions. A quality business forecast system should provide clear, real-time visualization of business performance, which facilitates fast analysis and streamlined business planning.

The application of forecasting in business is an art and a science, the combination of business intelligence and data science, and the challenges of business forecasting often stem from poor judgments and inexperience. Assumptions combined with unexpected events can be dangerous and result in completely inaccurate predictions. Despite the limitations of business forecasting, gaining any amount of insight into probable future trends will put an organization at a significant advantage.

Does HEAVY.AI Offer a Business Forecasting Solution?

Artificial Intelligence and big data have transformed business forecasting. As enterprises continue to amass ever-growing pools of data, so too grows the need for advanced forecasting solutions. HEAVY.AI provides an always-on dashboard for monitoring the health of forecasting models. The ability to visualize predictions alongside actual outcomes with HEAVY.AI Immerse makes it easier to identify when and how predictions diverge from real life.

What is Business Forecasting? Definition and FAQs | HEAVY.AI (2024)

FAQs

What is Business Forecasting? Definition and FAQs | HEAVY.AI? ›

Business forecasting refers to the tools and techniques used to predict developments in business, such as sales, expenditures, and profits. The purpose of business forecasting is to develop better strategies based on these informed predictions.

What is the definition of business forecasting? ›

Business forecasting is predicting future outcomes based on past and present data. This involves analysing historical trends, market conditions, customer behaviour, and other relevant factors to determine prospects and threats.

What is forecasting in simple words? ›

What is Forecasting? Forecasting refers to the practice of predicting what will happen in the future by taking into consideration events in the past and present. Basically, it is a decision-making tool that helps businesses cope with the impact of the future's uncertainty by examining historical data and trends.

How is AI used in forecasting? ›

How does AI forecasting work? AI forecasting leverages advanced machine learning algorithms to identify patterns and trends that can be used to make accurate predictions about future events or outcomes. The process typically involves: Data collection: Gathering relevant data from various sources.

Why is forecasting so important in business? ›

Forecasting helps businesses understand what is going on in their operations and the market. Hence, businesses can see the present challenges and identify new opportunities when they present themselves. This can help make decisions such as adjusting operations to improve efficiency.

What best defines forecasting? ›

Forecasting is a planning tool by which historical data is used to predict the direction of future trends. Forecasting is a technique that uses historical data to make informed decisions about future events or conditions. It isn't simply guessing.

What is an example of a business forecast? ›

Some business forecasting examples include: determining the feasibility of facing existing competition, measuring the possibility of creating demand for a product, estimating the costs of recurring monthly bills, predicting future sales volumes based on past sales information, efficient allocation of resources, ...

What is the primary purpose of forecasting in business? ›

Businesses use forecasting to help make decisions about the direction of the company. Forecasting aims to predict the future to a degree and by doing so can help companies allocate resources, and make decisions on capital allocation, staffing, advertising, and more.

What is a simple mean forecasting? ›

In simple averages, the next period's forecast is the average of all previous actual values. In this case, the underlying assumption is that all history has a bearing on the most recent events.

What is a simple example of forecasting? ›

For example, a company might forecast an increase in demand for its products during the holiday season. As a result, it may decide to increase production before Christmas so that there aren't any shortages.

How to use AI for financial forecasting? ›

How To Use AI for Financial Modeling and Forecasting
  1. Consolidate data from different sources.
  2. Analyze trends and incorporate insights into forecasts.
  3. Validate assumptions and make accurate data-driven decisions.
  4. Explore more than one potential scenario, which compromises the quality of insights.
Jul 4, 2024

What is explainable AI for forecasting? ›

Explainable AI in Forecasting is a valuable tool for predicting any AI Model's outcome or limitations. With a proper holistic method, this data-driven forecasting helps in sustainable decision-making, critical thinking, and ethical considerations.

What are the predictions for AI in business? ›

According to a survey by McKinsey, 63% of companies that adopted AI into their operations in 2023 reported revenue increases. Artificial intelligence in business operations is expected to double the efficiency of the workforce and boost profitability by an average of 38% by 2035, according to Accenture's prediction.

What is the best forecasting method and why? ›

1. Straight-line Method. The straight-line method is one of the simplest and easy-to-follow forecasting methods. A financial analyst uses historical figures and trends to predict future revenue growth.

What are the three types of forecasting? ›

The correct answer is Economic, technological, and demand. Key PointsIn planning for the future of their operations, businesses rely on three types of forecasting. These include economic, technological, and demand forecasting.

What are the 5 benefits of forecasting? ›

With a forecasting process, items that are not selling up to their original forecasts can be addressed early and adjustments can be made based on the sales trend. Production can be canceled or redirected, pricing can be adjusted to increase demand, or marketing promotions can be increased.

What are the four common types of forecasting? ›

Four of the main forecast methodologies are: the straight-line method, using moving averages, simple linear regression and multiple linear regression. Both the straight-line and moving average methods assume the company's historical results will generally be consistent with future results.

What are the essential elements of business forecasting? ›

Forecasting should (1) start with identifying the problem. It should then (2) gather all the information necessary to solve the problem. After gathering data, (3) a business should run a preliminary analysis, (4) choose an appropriate forecasting model, (5) and once the forecasting is complete, analyze the results.

What is the formula for forecasting a business? ›

Multiply your average monthly sales rate by the number of months left in the year to calculate your projected sales revenue for the rest of the year. Add your total sales revenue so far to your projected sales revenue for the rest of the year to calculate your annual sales forecast.

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