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Self service BI for humans
Formerly for analysts
Why am I presenting this?
Because a data driven culture, where management and operational personnel
consume data to optimise what they are doing is a goal, not a reality.
In our mission to help organisations make data driven decisions, there are many
obstacles.
Data access, tool knowledge, and acceptance of data are 3 obstacles where
metabase is particularly good at helping organisations in their journey.
Onward, I present how this tool was used to bring an organisation from an idea of data
usage, to a practice of data usage in the space of a few months.
Requirements for making data driven decisions
The Fogg behaviour model
dictates that in order to take
action, a motive, opportunity and
means are necessary.
In data this translates to:
● Goals (quantifiable goals)
● Ability (to analyze data)
● Availability (access to data)
What can you (the data person) do to facilitate data
driven decision making?
Goals Ability Availability
● Track goals and
process steps
● Make analysis easy
● Educate decisionmaker
in analysis techniques
● Teach self service tools
● Choose easy to use
self service tools
● Access for everyone
● Easy access
● Data marts or easy to
use reports
● Also non conformed
data access for the
exploratory analysis
inclined (eg, product
team can QA directly
on a production dump)
The usual suspects that prevent data
democratisation● High complexity to use the tools which leads to difficult training
● Lack of accessible documentation of data or complexity to access documentation (dictionary link not
easily reachable from point of data consumption
● Lack of or out of date documentation of tool (eg, tableau)
● Management slow to approve expense for licenses, since management is not the direct stakeholder
of data access for the masses.
● Management view that data should be hidden from employees for fear of leaks.
What to do?
Get a free, easy to use tool, with built in data dictionary and good documentation.
Why Metabase?
Case Study: Urban Sports Club
Tableau vs Metabase access
● 5 user accounts
● 4 of them for management
● ... of which 3 never logged in
● Further accounts pending
management approval, to be
discussed when it becomes of
interest to management.
● 200 view users + some
analyst/admin accounts cost
40k/year
● Accounts for all operational users
● User generated content
● 200 full access users cost 1-2k/year
in hosting cost
● Account creation and tool training
during employee onboarding.
● No approval needed, no
bottlenecks
● Management joined last (with
exceptions)
Tableau Metabase
Case Study: Urban Sports Club
Tableau vs Metabase Usability for analysts
● Offline files
● No versioning - people can and do fuck up.
● 5-10 min to save/upload turns into a 20min
watercooler chat/reddit binge
● Random crashes resulting in 30min lost
work
● 1-2h to create/download 12 dimension/filter
splits of a tabular view
● License management, user management
● Account types (viewers cannot edit)
● Outdated documentation
● Fully online
● Versioning and rollbacks
● Seconds to save
● Random crashes, work not lost
● 15min to create/download 12 splits
● Easy user management, no
licenses etc (just access/rights
groups)
● Up to date documentation
Tableau Metabase
Case Study: Urban Sports Club
Tableau vs Metabase usability for business
user
● 3-4 people 2x 60min sessions for
basic usage
● Designated analyst accounts can
create dashboards and charts
● No documentation/data dictionary
● Drill down
● Filters keep getting changed by
analysts
● 6-8 people 45min for basic usage
(including slack/email alerts
creation)
● Anyone can create charts, publicly
or privately
● Centralised metric definition with
documentation
● Data dictionary for reports
● No drill down, need to add other
dimension.
● Versioning for filters
Tableau Metabase
Case Study: Urban Sports Club
Tableau vs Metabase data discovery
● Search curated dashboards, find
topics
● Useful for finding something you
know exists
● Find questions among thousands
user generated questions, from
custom sql to various pivots with
auto naming
● Useful for searching by keyword in
large amounts of user generated
questions (discovery, eg, search for
‘churn’ and find everything about it)
● Centrally defined metrics accessible
through ask question wizard
Tableau Metabase
Case Study: Urban Sports Club
Tableau vs Metabase data democratisation
● Only analyst users can create
content
● Anyone can create and save
content in private or public spaces.
● Admins can curate data
dictionaries, segments and metrics,
to have an organisation-wide metric
definition
Tableau Metabase
Case Study: Urban Sports Club
Tableau vs Metabase usage statistics
● Can access own server usage
statistics after some configuration
heavy process
● Accessible by admin
● Postgres db containing:
● Users
● Refreshes
● Query duration
● Queries per day
● Downloads
● Top questions
● Queries or objects created by users
● Basically anything that exists in the
db
● Can create usage competitions :)
Tableau Metabase
How did we do it?
● Bottom up
● Ninja slack pushes
● Usage competitions with rewards
● Regular training sessions upon introduction (to 30% of
company, the rest picked it up from the trained ones)
● Training on onboarding to new employees
● Remainder of company followed
When did we
do it?
Approx 6
months span
*cumulative metrics are vanity,
feelgood metrics,
** they feel pretty good
How did we do?
We did pretty well, and so did the approx 200 employees. 30% of
company active weekly.
Is Metabase perfect?
No, but in data we learned to live with what works
● It crashes regularly on heavy loads, but comes back by itself. Work progress
is not lost because of URL parameterization.
● Basic visualisations only, but covers the vast majority of cases of
visualisation that add value. The trade-off for speciality visualisation is
probably not worth the extra complexity of something like tableau on an
organisation level.
● Has occasional bugs in axis labels, etc, that can be a little annoying, but not
game breaking.
Is it value yet?
Part of the journey.

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Self Service BI Tool Boosts Data Usage

  • 1. Self service BI for humans Formerly for analysts
  • 2. Why am I presenting this? Because a data driven culture, where management and operational personnel consume data to optimise what they are doing is a goal, not a reality. In our mission to help organisations make data driven decisions, there are many obstacles. Data access, tool knowledge, and acceptance of data are 3 obstacles where metabase is particularly good at helping organisations in their journey. Onward, I present how this tool was used to bring an organisation from an idea of data usage, to a practice of data usage in the space of a few months.
  • 3. Requirements for making data driven decisions The Fogg behaviour model dictates that in order to take action, a motive, opportunity and means are necessary. In data this translates to: ● Goals (quantifiable goals) ● Ability (to analyze data) ● Availability (access to data)
  • 4. What can you (the data person) do to facilitate data driven decision making? Goals Ability Availability ● Track goals and process steps ● Make analysis easy ● Educate decisionmaker in analysis techniques ● Teach self service tools ● Choose easy to use self service tools ● Access for everyone ● Easy access ● Data marts or easy to use reports ● Also non conformed data access for the exploratory analysis inclined (eg, product team can QA directly on a production dump)
  • 5. The usual suspects that prevent data democratisation● High complexity to use the tools which leads to difficult training ● Lack of accessible documentation of data or complexity to access documentation (dictionary link not easily reachable from point of data consumption ● Lack of or out of date documentation of tool (eg, tableau) ● Management slow to approve expense for licenses, since management is not the direct stakeholder of data access for the masses. ● Management view that data should be hidden from employees for fear of leaks. What to do? Get a free, easy to use tool, with built in data dictionary and good documentation.
  • 7. Case Study: Urban Sports Club Tableau vs Metabase access ● 5 user accounts ● 4 of them for management ● ... of which 3 never logged in ● Further accounts pending management approval, to be discussed when it becomes of interest to management. ● 200 view users + some analyst/admin accounts cost 40k/year ● Accounts for all operational users ● User generated content ● 200 full access users cost 1-2k/year in hosting cost ● Account creation and tool training during employee onboarding. ● No approval needed, no bottlenecks ● Management joined last (with exceptions) Tableau Metabase
  • 8. Case Study: Urban Sports Club Tableau vs Metabase Usability for analysts ● Offline files ● No versioning - people can and do fuck up. ● 5-10 min to save/upload turns into a 20min watercooler chat/reddit binge ● Random crashes resulting in 30min lost work ● 1-2h to create/download 12 dimension/filter splits of a tabular view ● License management, user management ● Account types (viewers cannot edit) ● Outdated documentation ● Fully online ● Versioning and rollbacks ● Seconds to save ● Random crashes, work not lost ● 15min to create/download 12 splits ● Easy user management, no licenses etc (just access/rights groups) ● Up to date documentation Tableau Metabase
  • 9. Case Study: Urban Sports Club Tableau vs Metabase usability for business user ● 3-4 people 2x 60min sessions for basic usage ● Designated analyst accounts can create dashboards and charts ● No documentation/data dictionary ● Drill down ● Filters keep getting changed by analysts ● 6-8 people 45min for basic usage (including slack/email alerts creation) ● Anyone can create charts, publicly or privately ● Centralised metric definition with documentation ● Data dictionary for reports ● No drill down, need to add other dimension. ● Versioning for filters Tableau Metabase
  • 10. Case Study: Urban Sports Club Tableau vs Metabase data discovery ● Search curated dashboards, find topics ● Useful for finding something you know exists ● Find questions among thousands user generated questions, from custom sql to various pivots with auto naming ● Useful for searching by keyword in large amounts of user generated questions (discovery, eg, search for ‘churn’ and find everything about it) ● Centrally defined metrics accessible through ask question wizard Tableau Metabase
  • 11. Case Study: Urban Sports Club Tableau vs Metabase data democratisation ● Only analyst users can create content ● Anyone can create and save content in private or public spaces. ● Admins can curate data dictionaries, segments and metrics, to have an organisation-wide metric definition Tableau Metabase
  • 12. Case Study: Urban Sports Club Tableau vs Metabase usage statistics ● Can access own server usage statistics after some configuration heavy process ● Accessible by admin ● Postgres db containing: ● Users ● Refreshes ● Query duration ● Queries per day ● Downloads ● Top questions ● Queries or objects created by users ● Basically anything that exists in the db ● Can create usage competitions :) Tableau Metabase
  • 13. How did we do it? ● Bottom up ● Ninja slack pushes ● Usage competitions with rewards ● Regular training sessions upon introduction (to 30% of company, the rest picked it up from the trained ones) ● Training on onboarding to new employees ● Remainder of company followed
  • 14. When did we do it? Approx 6 months span *cumulative metrics are vanity, feelgood metrics, ** they feel pretty good
  • 15. How did we do? We did pretty well, and so did the approx 200 employees. 30% of company active weekly.
  • 16. Is Metabase perfect? No, but in data we learned to live with what works ● It crashes regularly on heavy loads, but comes back by itself. Work progress is not lost because of URL parameterization. ● Basic visualisations only, but covers the vast majority of cases of visualisation that add value. The trade-off for speciality visualisation is probably not worth the extra complexity of something like tableau on an organisation level. ● Has occasional bugs in axis labels, etc, that can be a little annoying, but not game breaking.
  • 17. Is it value yet? Part of the journey.