Kanban overview in Software Engineering - Time & Space Complexity
When using Kanban to manage work, it's important to understand how the flow of tasks affects the time it takes to complete them.
We want to see how the number of tasks impacts the time needed to finish all work.
Analyze the time complexity of processing tasks in a Kanban board with a simple workflow.
// Pseudocode for processing tasks in Kanban
for each task in ToDoList:
move task to InProgress
work on task
move task to Done
This code moves each task through the stages of the Kanban board one by one until all are done.
Identify the loops, recursion, array traversals that repeat.
- Primary operation: Looping through each task in the list.
- How many times: Once for every task in the ToDoList.
As the number of tasks grows, the time to process all tasks grows in a straight line.
| Input Size (n) | Approx. Operations |
|---|---|
| 10 | 10 task moves and works |
| 100 | 100 task moves and works |
| 1000 | 1000 task moves and works |
Pattern observation: Doubling tasks roughly doubles the work time.
Time Complexity: O(n)
This means the time to finish all tasks grows directly with the number of tasks.
[X] Wrong: "Adding more tasks won't affect how long it takes to finish all work."
[OK] Correct: Each task needs attention, so more tasks mean more total work and time.
Understanding how task numbers affect completion time helps you explain workflow efficiency clearly in real projects.
"What if tasks could be worked on in parallel? How would the time complexity change?"
Practice
Solution
Step 1: Understand Kanban's function
Kanban is designed to help teams see and manage work visually by moving tasks across stages.Step 2: Identify the correct purpose
Among the options, only visual tracking and managing tasks matches Kanban's main use.Final Answer:
To visually track and manage work tasks through different stages -> Option CQuick Check:
Kanban = Visual task management [OK]
- Thinking Kanban automates coding
- Confusing Kanban with budgeting tools
- Assuming Kanban replaces communication
Solution
Step 1: Recall Kanban board structure
A Kanban board uses columns to show stages and cards to represent tasks.Step 2: Match the correct representation
Only Columns representing stages with cards for tasks describes columns with task cards, which is the standard Kanban format.Final Answer:
Columns representing stages with cards for tasks -> Option BQuick Check:
Kanban board = Columns + task cards [OK]
- Confusing Kanban with charts or lists
- Ignoring the column structure
- Thinking Kanban is just a text list
Solution
Step 1: Understand column meanings
'In Progress' means work is ongoing; 'Done' means work is finished.Step 2: Interpret the card movement
Moving a task from 'In Progress' to 'Done' shows the task is completed.Final Answer:
The task has been completed -> Option AQuick Check:
Done column = Completed tasks [OK]
- Confusing 'Done' with 'To Do'
- Assuming 'In Progress' means completed
- Thinking 'Done' means blocked
Solution
Step 1: Identify the problem
Too many tasks in 'In Progress' cause bottlenecks and slow progress.Step 2: Apply Kanban principle
Kanban suggests limiting work in progress (WIP) to improve flow and focus.Final Answer:
Limit the number of tasks allowed in 'In Progress' -> Option DQuick Check:
WIP limits reduce delays [OK]
- Adding columns doesn't reduce task overload
- Removing 'Done' breaks workflow tracking
- Starting all tasks at once causes more delays
Solution
Step 1: Understand the need for urgent bug handling
Urgent bugs require quick attention but should not block other work.Step 2: Apply Kanban principles
Creating a separate column with WIP limits allows focus on urgent bugs without disrupting flow.Step 3: Evaluate other options
Adding bugs without limits or ignoring them breaks Kanban flow; moving all tasks disrupts focus.Final Answer:
Create a separate urgent bug column with a strict WIP limit -> Option AQuick Check:
Separate urgent work + WIP limits = better flow [OK]
- Ignoring urgent bugs delays fixes
- Mixing urgent bugs without limits causes overload
- Moving all tasks at once reduces focus
Ready to prove it?
Pass the test and this pattern moves unknown
