Technology
17 columns
200 rows
8 formats

Workplace Digital Tool Adoption

This dataset provides detailed, timestamped logs of employee interactions with workplace digital tools, including user, tool, device, and location metadata. It enables comprehensive analysis of digital tool adoption, user engagement, and IT transformation initiatives, supporting both operational monitoring and strategic decision-making.

last updated 21 Aug 2025
by GoMask

The brief that made it

Modeling user engagement and adoption of workplace digital tools

Sample rows

preview · 8 of 200 rows · all 17 columns

log_idstring	interaction_typestring	action_duration_secondsfloat	interaction_successboolean	tool_idstring	employee_idstring	employee_departmentstring	employee_rolestring	tool_namestring	tool_categorystring	interaction_timestampdatetime	device_typestring	location_citystring	location_statestring	location_countrystring	session_idstring	error_codestring
A9K8X1D2	login	3.2	true	T-1001	EMP123A	Finance	Financial Analyst	Slack	communication	2024-04-15T09:14:22	desktop	Chicago	IL	USA	S-54321	blank
F7J2M8K9	message_sent	12.7	true	T-1002	EMP456B	HR	HR Generalist	Microsoft Teams	collaboration	2024-04-15T10:02:18	mobile	New York	NY	USA	S-98765	blank
Z2H7Q6W3	file_upload	6.5	true	T-1003	EMP789C	IT	System Administrator	Jira	productivity	2024-04-15T11:28:46	desktop	San Francisco	CA	USA	S-13579	blank
M1V5B8P7	file_download	14.9	true	T-1004	EMP101D	Marketing	Content Strategist	Google Drive	productivity	2024-04-15T12:47:59	tablet	Austin	TX	USA	S-24680	blank
Q4T8R3L6	settings_change	2	false	T-1005	EMP202E	Sales	Account Executive	Salesforce	analytics	2024-04-15T13:33:10	desktop	Seattle	WA	USA	S-31415	ERR-401
Y9U3K1A5	message_received	7.4	true	T-1001	EMP303F	Finance	Finance Manager	Slack	communication	2024-04-15T14:21:34	mobile	Phoenix	AZ	USA	S-11223	blank
C6G9N2E8	logout	1.9	true	T-1002	EMP404G	HR	HR Coordinator	Microsoft Teams	collaboration	2024-04-15T15:07:55	desktop	Boston	MA	USA	S-33445	blank
S1P7A9D3	file_upload	11.1	true	T-1003	EMP505H	IT	Security Engineer	Jira	productivity	2024-04-15T16:22:41	desktop	Denver	CO	USA	S-55667	blank
L8W4R1F2	login	2.5	true	T-1004	EMP606I	Marketing	Digital Marketer	Google Drive	productivity	2024-04-15T17:30:58	mobile	Miami	FL	USA	S-77889	blank
J3M9T2B7	message_sent	9.6	true	T-1005	EMP707J	Sales	Sales Manager	Salesforce	analytics	2024-04-15T18:45:13	desktop	Dallas	TX	USA	S-99001	blank
N5T6B2C4	logout	1.2	true	T-1001	EMP123A	Finance	Financial Analyst	Slack	communication	2024-04-16T08:03:27	desktop	Chicago	IL	USA	S-54321	blank
X2J3Q5V8	settings_change	0.8	false	T-1002	EMP456B	HR	HR Generalist	Microsoft Teams	collaboration	2024-04-16T09:16:09	tablet	New York	NY	USA	S-98765	ERR-402
B7V2M6N5	message_received	8.3	true	T-1003	EMP789C	IT	System Administrator	Jira	productivity	2024-04-16T10:24:31	desktop	San Francisco	CA	USA	S-13579	blank
E5J8K9H3	file_download	6.2	true	T-1004	EMP101D	Marketing	Content Strategist	Google Drive	productivity	2024-04-16T11:42:56	desktop	Austin	TX	USA	S-24680	blank
W4L2R9T5	file_upload	13.3	true	T-1005	EMP202E	Sales	Account Executive	Salesforce	analytics	2024-04-16T12:54:08	mobile	Seattle	WA	USA	S-31415	blank
U3C8P1K7	login	2.8	true	T-1001	EMP303F	Finance	Finance Manager	Slack	communication	2024-04-16T13:36:44	desktop	Phoenix	AZ	USA	S-11223	blank
D6G4N8X2	logout	1.6	true	T-1002	EMP404G	HR	HR Coordinator	Microsoft Teams	collaboration	2024-04-16T14:49:20	mobile	Boston	MA	USA	S-33445	blank
K1U8A3S7	file_download	7.9	true	T-1003	EMP505H	IT	Security Engineer	Jira	productivity	2024-04-16T15:57:02	desktop	Denver	CO	USA	S-55667	blank
V9B5C2E6	settings_change	0.4	false	T-1004	EMP606I	Marketing	Digital Marketer	Google Drive	productivity	2024-04-16T16:39:15	tablet	Miami	FL	USA	S-77889	ERR-403
H2N7W4G8	message_received	10.2	true	T-1005	EMP707J	Sales	Sales Manager	Salesforce	analytics	2024-04-16T17:51:30	desktop	Dallas	TX	USA	S-99001	blank

What the 200 rows show

from the 200-row sample

Logout (interaction type) stands out: mean action_duration_seconds is 4.9, against 12.6 for the rest.

85%interaction_success = true
10.3median action_duration_seconds
3device types
5tool categories
9employee departments
23location countries

Mean action_duration_seconds by interaction_type200 rows

action_duration_seconds200 rows, in bands of 5

Median 10.3, from 0.0 to 44.2.

tool_id200 rows · top 10 of 38 values

T-10018
T-10028
T-10038
T-10048
T-10058
TL-00238
TL-0027
TL-0117
TL-0087
TL-3037

17 columns by typefrom the column list below

string 14
float 1
datetime 1
boolean 1

Columns

17 columns in four groups

blueprint · 17 columns
column	type	description	example
Text 14 columns
`log_id`	string	Unique identifier for each interaction log entryunique	A9K8X1D2
`employee_id`	string	Unique identifier for the employee performing the interaction	EMP123A
`employee_department`	string	Department to which the employee belongs9 departments	Finance
`employee_role`	string	Job role or title of the employeeoptional	Financial Analyst
`tool_id`	string	Unique identifier for the digital tool interacted with	T-1001
`tool_name`	string	Name of the digital tool	Slack
`tool_category`	string	Category of the digital tool (e.g., communication, productivity, collaboration)5 values · optional	communication
`interaction_type`	string	Type of interaction performed (e.g., login, file_upload, message_sent)8 values	login
`device_type`	string	Type of device used for the interaction (e.g., desktop, mobile, tablet)desktop · mobile · tablet · other · optional	desktop
`location_city`	string	City where the interaction took placeoptional	Chicago
`location_state`	string	State or region where the interaction took placeoptional	IL
`location_country`	string	Country where the interaction took placeoptional	USA
`session_id`	string	Identifier for the user's session during which the interaction occurredoptional	S-54321
`error_code`	string	Error code if the interaction failed; blank if successfuloptional	ERR-401
Numbers 1 column
`action_duration_seconds`	float	Duration of the interaction in seconds0 or more · optional	3.2
Dates and times 1 column
`interaction_timestamp`	datetime	Date and time when the interaction occurred	2024-04-15T09:14:22
True or false 1 column
`interaction_success`	boolean	Indicates whether the interaction was successful	true

Use it for

A technology dashboard
The interaction_success rate, action_duration_seconds by interaction_type and a breakdown of tool_id. Excel, Power BI or Tableau.
Why do the 30 logout rows have a mean action_duration_seconds of 4.9?
A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
Logs200
A9K8X1D23.2login
F7J2M8K912.7message_…
Q4T8R3L62settings…
A software demo
Believable logs with employee_id, employee_department and employee_role to fill a screen in front of a buyer.

This dataset200 rows17 columns

Yours1,000 rows17 columnslocation_city: UK only

blueprint · workplace-digital-tool-adoption

Behind this dataset

Same schema. As many rows as you need.

These 200 rows came out of a blueprint — 17 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

Tool type: comm, productivity, analytics
Usage frequency tracked per week
Employee department mapped
Adoption flags for new tools

Rows1,000 rows10,000 rows100,000 rows1,000,000 rows

Open the blueprint in Data Factory

1 credit per row. Preview 20 rows free. Buy rows for the full run.

Exports: CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence: yours to use, including commercially
API slug: workplace-digital-tool-adoption

What should your data show?

No signup. No card.

Sample rows

What the 200 rows show

Columns

Use it for

A technology dashboard

A root-cause class exercise

A software demo

Make it yours.

Same schema. As many rows as you need.

More in Technology

What should your data show?