Model Details
How each capitalization approach works in practice
High-Level Periodic Allocation
At one end of the spectrum is a high-level periodic allocation model. This approach works well when teams operate in relatively stable environments and work on a small number of initiatives over longer periods of time.
In this model, managers or team leads review the initiatives active during the quarter and allocate effort across them at a high level. For example, a team might determine that sixty percent of its effort supported a capitalizable initiative while the remaining forty percent supported maintenance and operational work. Dotwork allows initiatives to be designated as capitalizable and supports applying these high-level allocations across teams or departments.
Proxy-Based Estimation
A second approach involves proxy-based estimation. This model works best when the organization already uses metrics that correlate reliably with effort. For example, story points completed within an initiative might provide a reasonable signal for how engineering effort was distributed.
In these environments Dotwork can integrate with systems such as Jira or GitHub and use the associated metrics to infer time allocation. The key requirement for this model is confidence that the proxy reflects actual effort.
Lightweight Individual Reflection
A third approach involves lightweight individual reflection. This method becomes useful when work is more fragmented and reliable proxies are not available. Instead of full time tracking, individuals periodically reflect on how their time was distributed across initiatives. This reflection may occur weekly, at the end of a sprint, or monthly. Engineers provide approximate allocations that indicate where effort was spent. Dotwork can support simple workflows that capture these allocations while avoiding the overhead of detailed timesheets.
External Time Tracking Integration
At the most detailed end of the spectrum is direct time tracking through external systems. This approach is typically used when organizations require a high degree of precision or maintain internal chargeback models. Engineers record hours against project or job codes, and those records are integrated into Dotwork. The system aggregates the information and produces the capitalization allocations required for financial reporting. Although this model offers the highest level of accuracy, it also introduces the greatest operational overhead.