1. Analysis background introduction
This case comes from a fast-moving consumer
goods enterprise. The actual and forecast analysis of its sales profits is
mainly to ensure that the enterprise can continue to make profits in the
fiercely competitive market and adjust the strategy in time according to the
data. The fast-moving consumer goods industry usually faces rapid market
changes and fierce price competition, so accurate profit forecasting and
management are crucial.
In addition, due to the short sales cycle
and short product life cycle of fast-moving consumer goods, the company must
maintain a high degree of flexibility in production, inventory, marketing,
etc., and respond to market demand in a timely manner. In order to achieve this
goal, accurate profit forecasting and flexible cost control are one of the core
competencies of enterprises.
2. Statement of key issues
Prediction and actual difference
analysis:Analyze the difference between predicted
profit and actual profit, and identify the main reason for the difference is
insufficient market demand, poor cost control, or the impact of external
factors (such as supply chain interruption).
Completion of the annual profit target:According to YTD and YTG'sProfit analysis, check whether the
expected profit can be achieved according to the annual target, and if there is
any deviation, make strategic adjustments in time.
3. Analyze the plan
3.1 Select key data indicators.
|
Serial
number
|
Name
of the indicator
|
Paraphrase
|
Analysis
angle
|
|
1
|
This
month's actual profit
|
This
month's actual profit refers to the actual profit obtained by the enterprise
in the current month. It is based on the result of the current month's sales
revenue minus costs and expenses, reflecting the company's profitability in
this month.
|
You
can compare it with the budget, forecast and historical data to see whether
the company's actual profit this month is in line with expectations.
|
|
2
|
Profit
in the same period of this month
|
The
profit of the same period of this month refers to the actual profit of the
same month of the previous year. It helps the company to assess the profit
changes compared with the same period last year.
|
The
profit of the same period of this month is used to compare the performance of
the current month with the same month of the previous year to help assess the
company's long-term profit growth trend.
|
|
3
|
This
month's forecast profit
|
This
month's forecast profit is that the company this monthBefore starting, make a
profit forecast based on historical data, market trends and internal plans.
This forecast is generally made by the finance department based on sales
targets and cost budgets.
|
Analyze
the deviation of predicted profits and identify the forecastThere may be
problems in the model, and make adjustments.
|
|
4
|
The
actual profit of this year
|
The
actual profit of this year refers to the total profit actually obtained by
the company from the beginning of the year to the current date. This
indicator reflects the actual situation of the company's annual profit.
|
Compare
the annual actual profit with the annual budget or forecast profit, and
evaluate the annual business performance.
|
|
5
|
This
year's forecast profit
|
This
year's forecast profit is the annual profit estimate made by the company
based on the business plan, market trend, cost budget and other factors at
the beginning of the year.
|
Compare
the differences between prediction and reality, understand the source of the
difference, and analyze the reasons.
|
|
6
|
YTD
actual profit
|
YTD
(Year-to-Date) real profit refers to the cumulative profit from the beginning
of the year to the current date. It reflects the overall profitability of the
company so far in real time.
|
The
actual profit of YTD can be compared with the company's annual target to help
assess whether the company has achieved the annual profit target as planned.
|
|
7
|
YTG's
actual profit
|
YTG
(Year-to-Go) actual profit refers to the current dateThe forecast profit
until the end of the year (or the end of the planned year) indicates the
expected profitability level for the remaining time.
|
The
actual profit of YTG helps to evaluate whether the annual profit target can
be achieved in the remaining time. If YTG's profit is too low, it may be
necessary to adjust the strategy or increase sales or cost control.
|
|
8
|
Year-on-year
increase
|
The
year-on-year increase refers to the percentage of growth between the current
profit and the profit of the same period of the previous year, reflecting the
profit growth of the company in the same cycle.
|
The
year-on-year increase helps to analyze the company's performance under the
current macroeconomic environment and industry situation. If the company's
year-on-year growth is lower than the industry average, it may need to adjust
the strategy.
|
Explanation: The indicators selected in
this case are common indicators in the analysis. In the analysis work, priority
should be given to the indicators that have the greatest impact on the business
to ensure that the purpose of the analysis is consistent with the business
objectives and key performance.
3.2 Power BI Visualization Scheme

Note: The DEMO page data is simulated data,
which is for reference only to the analysis angle and Power BI function
display, and does not involve any actual business data.
4. Analysis and interpretation
YTD actual profit:That is, the actual profit of "Year-to-Date" represents
the actual profit from the beginning of the year to the current date. It
reflects the overall situation of the company's current profitability.
YTG's actual profit:That is, the actual profit of "Year-to-Go" represents the
actual profit expected from the current date to the end of the year. Generally
speaking, this is the expected future profit based on the current performance.
Actual profit of H1 and H2:H1 refers to the actual profit in the first half of the year, and H2
refers to the actual profit in the second half of the year. The two added
together are the overall real profit of the current year. The comparison of H1
and H2 helps to analyze the impact of seasonal fluctuations in the company's
profits or the adjustment of business strategy.

This month's actual value: Represents the profits realized in each region this month.Value
of the same period last year:It refers to the profit situation in each
region in the same month last year, which is helpful for a comparative analysis
of time to assess the reasons for growth or decline.Year-on-year growth
value and year-on-year growth percentage: Year-on-year growth refers to the
profit difference between this year and the same period last year, and the
percentage of increase is the ratio of growth/decrease. These two indicators
help to understand the growth of the company in different regions, especially
in which areas perform well and which need to be improved.

The proportion of this month's region: It reflects the proportion of regional profits in the overall
profit, which helps to judge which region contributes the most or the least,
which is very important for optimizing resource allocation and regional
strategic decision-making.

Monthly profit: It refers to the actual profit of the month.YTD actual profit:
Reflect the actual cumulative profit from the beginning of the year to the
present.YTD's profit last year: Represents the cumulative profit at the
same time last year.YTD year-on-year:It is used to compare the profit
differences between this year and the same period last year, and can analyze
the reason for the growth or whether there is a risk of business decline.YTD
pre-real ratio:It refers to the ratio of current actual profit and expected
profit, reflecting whether the company has achieved the expected profit target
as planned. The higher the forecast-to-actual ratio, the more the company's
performance is in line with expectations.

Profit achievement rate:It refers to the ratio of the company's actual profit to the
predetermined target profit, which is used to measure whether the company has
achieved the predetermined profit target. If the achievement rate is high, it
means that the company's profitability is good, and on the contrary, the
business strategy may need to be adjusted.

5. Application effect
Optimize pricing and promotion
strategies:If the analysis shows that there is a
difference between the predicted profit and the actual profit, especially the
actual profit is lower than the predicted profit, the enterprise can analyze
the effect of promotional activities and assess whether the pricing strategy is
too radical or the market response is not as expected. For example, if the
profit does not meet expectations after the promotion of some products, it may
be that the price is too low or the promotion is too great, resulting in a
decrease in gross profit.Based on this analysis, enterprises can adjust the
promotion plan and adjust the product pricing strategy to avoid profit loss.
Refine the market segmentation:The analysis of sales forecast bias helps to identify the profit
contribution of different markets, customer groups and sales channels. If the
actual profit of some sub-markets is significantly lower than expected, it may
mean that the market has not been fully developed or the product does not meet
market demand. At this time, enterprises can focus on the deep cultivation of
high-profit markets, optimize resource investment, and setThe advantage of the
middle force to attack.
Accurate goal setting:Through in-depth analysis of the differences, enterprises can
re-evaluate the sales and profit targets of the next stage, make the targets
more in line with the actual market situation, and improve the feasibility of
achieving.For example, if profits fall short of expectations in a quarter due
to external factors (such as fluctuations in raw material prices and price
reductions from competitors), the target setting for the next quarter can take
these external variables into account and make more conservative or adaptive
adjustments.
Performance appraisal and goal
orientation:Profit difference analysis helps to
optimize the company's performance appraisal system. When there is a large
difference between the forecast and the actual profit, the company can analyze
the reasons and take measures to improve the execution of employees. For
example, whether there is a deviation in the employee's understanding of the
goal, whether the goal is unrealistic due to changes in the external
environment, or whether the employee fails to give full play to the potential.
Enterprises can adjust the assessment targets and incentives according to the
analysis results, stimulate the enthusiasm of employees, and improve the
overall performance.
Transparent management and communication: Through regular profit difference analysis, enterprises can better
communicate with employees about the current business situation of the company
and improve employees' sense of identification with the company's goals and
direction. When employees understand the difficulties and challenges of the
company in achieving profit goals, they can often better understand the
company's decision-making and changes and enhance team cohesion.