In Numerik, Paceline and Seasonality work together to help businesses track performance accurately throughout the month or year.
Although they are closely related, they serve different purposes.
What is Seasonality?
Seasonality is the method used to distribute a target across time periods.
It determines how much weight each day, week, or month should receive based on business behaviour.
In simple terms:
Seasonality defines how the target is divided.
Different businesses have different sales patterns. Some perform evenly throughout the month, while others see stronger sales at month-end, during promotions, or in specific seasons.
Numerik supports multiple seasonality approaches to reflect these real business patterns.
Common Seasonality Methods in Numerik
1. Equal Working Day Distribution
The target is divided equally across all working days.
This excludes:
Weekends
Public holidays
Non-operational days
Example
Monthly Target = $200,000
Working Days = 20
Day 1 █████
Day 2 █████
Day 3 █████
...
Day 20 █████
2. Management-Defined Weighting
Management may decide certain days or weeks should carry higher targets.
This is common during:
Promotions
Campaigns
Product launches
Quarter-end pushes
Example
Period | Weight |
Week 1 | 20% |
Week 2 | 20% |
Week 3 | 25% |
Week 4 | 35% |
Trend Example
Week 1 ████
Week 2 ████
Week 3 █████
Week 4 ███████
3. Historical Trend-Based Seasonality
Numerik can use the previous 1–2 years of business trends to calculate realistic weights.
If historical data shows stronger sales during specific days, the system allocates more target to those periods automatically.
Example Trend
Sales
^
| *
| * *
| * *
| * *
| * *
|_______*________________________> Days
This creates a more data-driven and realistic target distribution.
4. End-of-Month Weighted Seasonality
Some businesses naturally close more sales toward the end of the month.
In these cases, Numerik can apply higher weighting to the final working days.
Example
Period | Weight |
First Half | 40% |
Second Half | 60% |
Trend Example
Start of Month ██
Middle █████
End of Month █████████
What is Paceline?
Paceline is the target-to-date generated from the seasonality distribution.
It represents:
Where the business is expected to be by a certain date.
Once the target is distributed using seasonality, Numerik accumulates the daily values to calculate the Paceline.
Simple Example
Monthly Target
$300,000
Seasonality Distribution
Day | Weight | Daily Target |
Day 1 | 4% | $12,000 |
Day 2 | 4% | $12,000 |
Day 3 | 5% | $15,000 |
Day 4 | 7% | $21,000 |
Paceline (Target-to-Date)
Day | Paceline |
Day 1 | $12,000 |
Day 2 | $24,000 |
Day 3 | $39,000 |
Day 4 | $60,000 |
The Paceline keeps accumulating as the month progresses.
Visualising Paceline
Unlike seasonality, which shows distribution weights, Paceline continuously increases over time because it is cumulative.
Paceline Curve Example
Target-to-Date
^
| *
| *
| *
| *
| *
|___________*__________________> Days
How Numerik Uses Them Together
In Numerik:
The total target is first distributed using a selected Seasonality method.
The distributed values are accumulated to generate the Paceline.
Actual performance is then compared against the Paceline daily.
This creates a smarter and more realistic way to track business performance throughout the month or year.