Expected Lead Time from activity A to activity B

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eLTAB(g,a,b)\mathit{e}\mathit{LTAB}(g, \mathit{a}, \mathit{b})
Dimension:
Time
Granularity:
Group of cases

Description

Expected total elapsed time between the earliest instantiation of a specific activity and the earliest instantiation of another specific activity that occurs after the former one in a case belonging to a group of cases.

Potential use

Event log is associated with a process in which the total elapsed time of a specific subprocess is of relevance.

Assumptions

Minimizing lead time is desirable.

Desired Value:

MINIMIZE

Required attributes

act
actinst
case
time
type

Equations

Formula for practitioners

ccases(g){LTAB(c,a,b)if fi(c,a,b)0otherwiseccases(g){1if fi(c,a,b)0otherwise \frac{ \sum_{c \in \mathit{cases}(g)} \begin{cases} \mathit{LTAB}(c, a, b) & \text{if } \mathit{fi}(c, \mathit{a}, \mathit{b}) \neq \emptyset \\ 0 & \text{otherwise} \end{cases} }{ \sum_{c \in \mathit{cases}(g)} \begin{cases} 1 & \text{if } \mathit{fi}(c, \mathit{a}, \mathit{b}) \neq \emptyset \\ 0 & \text{otherwise} \end{cases} } cases(g)\mathit{cases}(g): Set of all cases belonging to group gg.

LTAB(c,a,b)\mathit{LTAB}(c, a, b): Lead time between activity aa and activity bb within case cc.
fi(c,a,b)\mathit{fi}(c, \mathit{a}, \mathit{b}): Function that returns the flow instance between aa and bb in case cc. If empty, the pair (a,b)(a, b) does not occur in cc.

Formal Definition

cg{LTAB(c,a,b)if fisc(c,a,b)0if fisc(c,a,b)={cgfisc(c,a,b))}\frac{\sum _{c \in g} \begin{cases} \mathit{LTAB}(c, \mathit{a}, \mathit{b}) & \mathit{if \ } \mathit{fi}\mathit{^{sc}}(c, \mathit{a}, \mathit{b}) \neq \emptyset \\ 0 & \mathit{if \ } \mathit{fi}\mathit{^{sc}}(c, \mathit{a}, \mathit{b}) = \emptyset \end{cases}}{|\{c \in g \mid \mathit{fi}\mathit{^{sc}}(c, \mathit{a}, \mathit{b}) \neq \emptyset)\}|}

Tags

act
actinst
case
time
type

Python implementation

This indicator is implemented in the process_performance_indicators Python library.

process_performance_indicators.indicators.time.groups.expected_lead_time_from_activity_a_to_b