Remote Collaboration Bottleneck Heatmap

This dataset provides a comprehensive view of workflow bottlenecks in distributed teams, capturing details on delays, tool friction, and cross-departmental coordination issues. It enables technology leaders to pinpoint productivity obstacles, analyze their root causes, and track resolution efforts, making it ideal for optimizing remote workforce enablement strategies.

  • last updated 1 Feb 2026
  • by GoMask
The brief that made it

Identifying and prioritizing workflow bottlenecks in remote teams

Sample rows

preview · 8 of 70 rows · all 19 columns
bottleneck_idstringbottleneck_typestringdelay_duration_minutesintegercross_departmentalbooleanteam_idstringreported_datedatetimeteam_namestringdepartment_idstringdepartment_namestringworkflow_stepstringaffected_toolsstringseverity_levelstringdepartments_involvedstringreported_by_user_idstringreported_by_user_rolestringresolution_statusstringresolution_datedatetimebottleneck_descriptionstringresolution_notesstring
BNK-10001delay180falseTEAM-012024-05-13T09:22:00Frontend EngineeringDEPT-ENGEngineeringCode ReviewblankhighblankUSR-201Senior EngineerinvestigatingblankPull request reviews are taking longer than expected due to overloaded senior engineers.blank
BNK-10002tool frictionblanktrueTEAM-022024-05-15T13:45:00Backend EngineeringDEPT-ENGEngineeringAPI DeploymentJira,ConfluencemediumEngineering,ProductUSR-305DevOps EngineeropenblankJira tickets not syncing with deployment tracker, causing confusion in deployment schedules.blank
BNK-10003delay120falseTEAM-032024-05-18T11:05:00QA AutomationDEPT-QAQuality AssuranceTest ExecutionblankmediumblankUSR-412QA LeadopenblankAutomated test suite takes too long to run during nightly builds.blank
BNK-10004coordination issueblanktrueTEAM-052024-05-13T14:30:00Growth MarketingDEPT-MKTMarketingCampaign PlanningblankhighMarketing,ProductUSR-510Marketing ManagerinvestigatingblankDelayed feedback from Product team on campaign assets causing launch delays.blank
BNK-10005delay45falseTEAM-062024-05-16T10:40:00Customer SupportDEPT-CSTCustomer SuccessTicket EscalationblankmediumblankUSR-602Support Agentresolved2024-05-17T15:50:00Escalation process for urgent support tickets is unclear, resulting in slower resolution.Escalation workflow clarified and shared with all team members.
BNK-10006tool frictionblankfalseTEAM-072024-05-17T08:25:00HR OpsDEPT-HRHuman ResourcesOnboarding DocumentationWorkday,Google DrivelowblankUSR-701HR Coordinatorresolved2024-05-18T12:10:00Issues uploading new hire documents to internal portal.Portal permissions updated; upload issues resolved.
BNK-10007coordination issueblanktrueTEAM-082024-05-13T10:12:00Product ManagementDEPT-PRODProductFeature PrioritizationblankcriticalProduct,Engineering,MarketingUSR-804Product OwneropenblankMultiple departments requesting conflicting priorities for roadmap features.blank
BNK-10008tool frictionblanktrueTEAM-092024-05-19T11:57:00DesignDEPT-DSNDesignAsset DeliveryFigma,SlackmediumDesign,EngineeringUSR-902UI DesignerinvestigatingblankFigma files not sharing properly with Engineering team.blank

What the 70 rows show

from the 70-row sample

Coordination issue (bottleneck type) stands out: 16 of its 16 rows have cross_departmental = true, against 19 of 54 for the rest.

  • 50%cross_departmental = true
  • 65median delay_duration_minutes
  • 4severity levels
  • 4resolution statuses
  • 12department names
  • 13team names
Cross departmental rate by bottleneck_typecross_departmental = true
0%50%100%42%delay11 of 2630%tool fri…6 of 20100%coordina…16 of 1625%other2 of 8
delay_duration_minutes26 rows, in bands of 25
04818544002110125250delay_duration_minutes →

Median 65, from 20 to 240.

team_id70 rows · top 10 of 16 values
  1. T-ENG-0016
  2. T-DES-0026
  3. T-PM-0036
  4. T-MKT-0046
  5. T-QA-0056
  6. T-SUP-0065
  7. TEAM-014
  8. TEAM-034
  9. TEAM-054
  10. TEAM-064
19 columns by typefrom the column list below
  • string 15
  • integer 1
  • datetime 2
  • boolean 1

Columns

19 columns in four groups
blueprint · 19 columns
columntypedescriptionexample
Text 15 columns
bottleneck_idstringUnique identifier for each recorded workflow bottleneckuniqueBNK-10001
team_idstringUnique identifier for the team experiencing the bottleneckTEAM-01
team_namestringName of the team experiencing the bottleneckFrontend Engineering
department_idstringUnique identifier for the department associated with the bottleneckDEPT-ENG
department_namestringName of the department associated with the bottleneck12 namesEngineering
workflow_stepstringName or description of the workflow step where the bottleneck occursCode Review
bottleneck_typestringCategory of bottleneck (e.g., delay, tool friction, coordination issue)delay · tool friction · coordination issue · otherdelay
bottleneck_descriptionstringDetailed description of the bottleneck and its impactPull request reviews are …
affected_toolsstringComma-separated list of tools/platforms involved in the bottleneck (e.g., Slack, Jira, Zoom)optionalJira,Confluence
severity_levelstringSeverity of the bottleneck's impact on productivitylow · medium · high · criticalhigh
departments_involvedstringComma-separated list of department names involved in the bottleneck (if cross_departmental is true)optionalEngineering,Product
reported_by_user_idstringUnique identifier for the user who reported the bottleneckUSR-201
reported_by_user_rolestringRole or job title of the user who reported the bottleneckoptionalSenior Engineer
resolution_statusstringCurrent status of the bottleneck (e.g., open, investigating, resolved, closed)open · investigating · resolved · closedinvestigating
resolution_notesstringNotes or summary of how the bottleneck was resolvedoptionalTest data set expanded.
Numbers 1 column
delay_duration_minutesintegerEstimated or measured duration of the delay in minutes (if applicable)0 or more · optional180
Dates and times 2 columns
reported_datedatetimeDate and time when the bottleneck was reported or identified2024-05-13T09:22:00
resolution_datedatetimeDate and time when the bottleneck was resolved (if applicable)optional2024-05-17T15:50:00
True or false 1 column
cross_departmentalbooleanIndicates if the bottleneck involves coordination between multiple departmentsfalse

Use it for

  • cross departme…50%35 of 70 rowscross departmental by…42%delay30%tool…100%coor…25%other

    A technology dashboard

    The cross_departmental rate, delay_duration_minutes by bottleneck_type and a breakdown of team_id. Excel, Power BI or Tableau.

  • Why do 35 of 70 rows have cross_departmental = true?

    A root-cause class exercise

    Hand out the rows and one question. The answer is in the data, not in the brief.

  • A software demo

    Believable bottlenecks with reported_date, team_id and team_name to fill a screen in front of a buyer.

Not quite right?

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blueprint · remote-collaboration-bottleneck-heatmap

Behind this dataset

Same schema. As many rows as you need.

These 70 rows came out of a blueprint — 19 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.

Rules it was built with
  • Each row represents a unique collaboration event between two departments.
  • Events must include timestamp, affected workflow, and issue type.
  • Severity scores are assigned from 1 (minor) to 5 (critical).
  • Tool friction metrics recorded for integrations (e.g., video, chat, project management).
  • Resolution status and time-to-resolve included for each bottleneck.
Rows
Open the blueprint in Data Factory

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Exports
CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence
yours to use, including commercially
API slug
remote-collaboration-bottleneck-heatmap

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