LinkedIn Learning connector

Use your LinkedIn Learning data for reporting, automation and AI.

Data Panda pulls your LinkedIn Learning learners, course completions, video progress, learning-path outcomes and time-spent into the same warehouse as your HRIS, finance and revenue data. From one place we turn it into dashboards, automations and AI workflows that L&D leads, HR business partners and team managers use through the year, not only when the next compliance audit is due.

About LinkedIn Learning

Microsoft-owned corporate learning platform built on the Lynda.com catalogue, expert-led video and skill insights.

LinkedIn Learning is the corporate learning platform inside LinkedIn. It runs on the catalogue that Lynda Weinman and Bruce Heavin started building in 1995 in Carpinteria, California, which LinkedIn bought in April 2015 for around 1.5 billion dollars and rebranded as LinkedIn Learning in October 2017. LinkedIn itself became part of Microsoft in December 2016 after a 26.2 billion dollar acquisition, which puts the platform alongside Microsoft 365, Viva and Entra in the same identity and productivity stack many companies already run. The library today carries tens of thousands of expert-led courses across business, technology and creative skills, with new content added every week and parallel libraries in around two dozen languages.

For an L&D team the product shows up in three places. There is the learner experience, where employees consume video courses, audio courses, learning paths and short certifications, and where AI-driven coaching and role-play sit on top of the catalogue. There is the admin console, where L&D curates custom learning paths and collections, assigns required content per role or team, sets due dates, and reads completion and engagement reports. And there is the integration layer, where LinkedIn Learning pushes learning activity into the rest of the stack: SCIM provisioning from Azure AD, Okta and OneLogin keeps the user list in sync; SAML SSO and LTI cover authentication; xAPI webhooks and AICC packages send course completions, video progress and learning-path completions to LMSs and learning record stores like Workday, Cornerstone, Degreed, SumTotal, Saba, Docebo, Bridge, 360Learning and Totara. Pulled into a warehouse next to your HRIS, your finance system and your CRM, the LinkedIn Learning record finally answers questions that the in-product reports alone cannot: which managers drive their team through the assigned curriculum, which cost centre carries the learning hours behind a quota lift, and which skill paths predict promotion-readiness ahead of the next talent review.

What your LinkedIn Learning data is for

What you get once LinkedIn Learning is connected.

Learning and skill reporting

Course completions, learning hours, path progress and skill-readiness on one page across every team, BU and cost centre.

Completion rate and time-to-complete per assigned curriculum, team, BU and country, against the policy deadline
Learning hours per cost centre, with assigned-versus-self-directed split called out per quarter
Skill-path coverage per role family, plotted against the role-grid and the open-vacancy list for the same quarter

Process automation

Turn learning signals into the downstream work the rest of the stack expects, without an L&D admin chasing CSV exports.

Push completed-certificate and learning-hours rolls into the HRIS worker record per pay period
Open a manager nudge the week a team's compliance-curriculum completion stalls under the policy threshold
Sync skill-readiness flags into the talent-review workflow before the calibration meeting opens

AI workflows

Put learner activity, completions and skill paths behind AI that reads the full L&D-and-business picture.

Theme extraction across watched-course titles and learning-path picks per BU and quarter, with the skill clusters named
Learning-versus-performance scoring on completion patterns, role-tenure and quota or delivery outcomes together
Curriculum suggestions grounded in the team's own watch history, the role-grid and the next-quarter hiring plan

Custom apps on your data

Lightweight tools on LinkedIn Learning data for HRBPs and BU leads who should not need an admin seat to read their own org's learning record.

HRBP cockpit with assigned-curriculum completion, learning hours and skill-path coverage per supported BU
Manager scorecard with team completion rate, average time-to-complete and the open required courses listed
Compliance-curriculum tracker with the cohorts that consistently slip past the policy deadline named

Use cases

Use cases we deliver with LinkedIn Learning data.

A list of concrete reports, automations and AI features we have built on LinkedIn Learning data. Pick the one that matches your situation.

Completion rate per assigned curriculumCompletion rate and time-to-complete per assigned curriculum, team, BU and country, against the agreed policy deadline.

Learning hours per cost centreTotal learning hours per cost centre and quarter, with assigned-versus-self-directed split and overage against the L&D budget envelope.

Skill-path coverage per role familySkill-path coverage per role family, plotted against the role-grid and the open vacancies of the same quarter.

Compliance-curriculum agingRequired-course completion past the policy deadline, per cohort, BU and manager.

Learning-versus-promotionLearning-path completion record alongside actual promotion and internal-mobility events over the following two cycles.

Manager-driven completionCompletion rate of manager-assigned courses per manager, team and BU, against self-assigned baseline.

Course-and-collection adoptionWatch counts and average time-spent per course and custom collection, with the rarely-finished items named.

Onboarding-curriculum velocityFirst-90-days curriculum completion per new-hire cohort, BU and country, against the agreed onboarding plan.

Certificate and CPE roll-upEarned certificates per discipline (security, finance, sales) per quarter, rolled into the worker HRIS record for audit.

AI-skills uptakeAI-fundamentals and tooling-path completion per BU and role family, against the AI-rollout plan and tool-licence count.

Drop-off per learning pathWhere learners drop off inside multi-course paths, by chapter, role and BU, with the chapters that consistently lose the room called out.

Licence-usage per BUActive-learner ratio per assigned-licence count, BU and quarter, with the BUs sitting on under-used seats named before renewal.

Real business questions

Answers you will finally get.

Are our teams finishing the curriculum we said they would?

Completion rate and time-to-complete per assigned curriculum, team, BU and country, against the policy deadline. The HR business partner sees the BU where median time-to-complete on the compliance path slipped from four weeks to ten over the last two quarters, and the managers driving the slip, instead of trusting that the in-product completion tile says green.

Do learning paths show up in promotion and internal mobility a quarter or two later?

Learning-path completion records joined to actual promotion and internal-move events over the following two cycles. Group HR sees the role families where path-completers genuinely move ahead of non-completers, and the role families where they do not, instead of assuming that every path that runs is a path that earns a seat at the calibration table.

Are we paying for LinkedIn Learning seats that nobody opens?

Active-learner ratio per assigned-licence count, BU and quarter. Procurement and L&D see the BU sitting on a hundred under-used seats while another BU asks for fifty more, and the cohorts (new hires, contractors, specific country teams) that drive the under-use, before the renewal conversation lands on the table.

Value for everyone in the organisation

Where each function gets value.

For finance leaders

Learning hours and licence usage from LinkedIn Learning lined up with the L&D-budget envelope and personnel-cost lines per cost centre. Group finance sees the BU running ahead of the agreed envelope, and the BUs sitting on under-used seats while procurement is asked for more, before the renewal sign-off lands.

For sales leaders

Sales-academy and AI-fundamentals path completion per pod alongside quota attainment from the CRM. Sales leadership sees the pod whose curriculum completion landed two quarters before quota attainment lifted, and the new-hire cohort whose ramp curriculum is running behind the previous one, before forecast season.

For operations

Compliance-curriculum completion, certificate roll-up and learning hours across sites in one capacity-and-readiness picture. The COO sees which sites carry both an open compliance-completion gap and an audit window this quarter, and which roles are running on certificates that lapse before the next cycle.

Ideas

What you can automate with LinkedIn Learning.

Pair with HiBob

Read LinkedIn Learning hours and certificates on the HiBob employee record

Learning hours, completed courses, earned certificates and skill-path progress from LinkedIn Learning land next to the HiBob worker, manager, site and tenure record. People analytics answers questions HiBob alone or LinkedIn Learning alone cannot: which cohorts hit their compliance curriculum on time per site, which new-hire groups are ramping through the onboarding curriculum faster than the previous one, and which certificates are due to lapse before the next audit window. The HRBP review pulls the picture from one place instead of pasting two CSV exports next to each other.

Pair with Slack

Drive LinkedIn Learning curriculum nudges from one Slack inbox

Open required courses, learning paths sliding past their policy deadline and certificates due to lapse land as a single weekly summary in the manager's Slack inbox, with a per-team channel post when curriculum completion drops below the policy threshold. L&D ops gets the short list of teams whose completion has slipped two weeks in a row, instead of opening the LinkedIn Learning admin view to find it. Compliance leads stop discovering an open required course in the audit-prep meeting itself.

Pair with Salesforce

Match Salesforce quota attainment to LinkedIn Learning sales-academy completion per pod

Sales-academy completion, AI-fundamentals path progress and learning hours from LinkedIn Learning sit next to closed-won, pipeline coverage and quota attainment from Salesforce on the same sales-pod key. Revenue leaders see the pod whose academy completion landed two quarters before quota lifted, and the pod whose pipeline coverage slipped while curriculum completion stalled. The forecast call moves from arguing over rep optimism to working a list of pods named by both systems.

Pair with HubSpot

Tie HubSpot revenue per pod to LinkedIn Learning curriculum completion

HubSpot pipeline, closed-won and rep activity per pod sit next to LinkedIn Learning curriculum-completion and learning-hours records for the same pod and quarter. Revenue ops sees the inbound pod whose AI-fundamentals path completion ran ahead of a coming pipeline lift, and the SDR pod whose required curriculum stalled while quota attainment slid with it. The conversation in the revenue review stops being 'pipeline is soft' and starts being 'this pod, this curriculum, this manager'.

Pair with monday.com

Reflect LinkedIn Learning curriculum into the monday.com onboarding boards

Assigned-curriculum status, learning-path progress and certificate dates from LinkedIn Learning reflect into the monday.com boards onboarding and project teams already work in, with status, owner and due-week kept in sync. New-hire managers see which curriculum items have no completion behind them yet, and which projects are starting before the supporting curriculum finished. The 90-day onboarding ritual stops being a separate L&D tab and becomes a read on the work the team is already running.

Pair with Exact Online

Tie LinkedIn Learning licence usage to Exact Online cost-centre lines

Active-learner ratio, learning hours and assigned-licence counts from LinkedIn Learning line up with the Exact Online cost-centre lines per entity. Group finance sees the BU running its L&D-budget line ahead of the envelope posted in Exact, and the cost centres sitting on under-used seats while another BU asks procurement for more, before the renewal cycle closes and the next-year licence count is signed off.

Your existing tools

Your data lands in a warehouse. Your BI tools read from it.

You keep the reporting tool you already have. We connect it to the warehouse where your LinkedIn Learning data lives.

Power BI Microsoft

Fabric Microsoft

Snowflake Data warehouse

BigQuery Google

Tableau Visualisation

Excel Sheets & pivots

Three steps

From LinkedIn Learning to answers in three steps.

Connect securely

OAuth authentication. Read-only by default. We sign a DPA and your admin keeps the keys.

Land in your warehouse

Data flows into your warehouse on your schedule. Near real time or nightly, your call. You own the data.

Reporting, automation, AI

We build the first dashboard, workflow or AI feature with you, then hand over the keys. Or we stay on for ongoing delivery.

Two ways to work with us

Pick the track that fits how you work.

Track 01

Self-serve

We set up the foundation. Your team builds on top.

LinkedIn Learning connector configured and running
Warehouse set up in your cloud account
Clean access for your Power BI, Fabric or Tableau team
Documentation on what's in the data model
Sync monitoring so you're warned before reports break

Best fit Teams that already have a BI analyst or data engineer and want to own the build.

Track 02

Done for you

We build the whole thing, end to end.

Everything in Self-serve
Dashboards built to the questions your team actually asks
Automations between your systems
AI workflows scoped to real tasks your team runs
Custom apps where a dashboard does not cut it
Ongoing delivery at a pace that fits your team

Best fit Teams without in-house BI or dev capacity. You tell us what you need and we deliver it.

Before you book

Frequently asked questions.

Who owns the data?

You do. It lands in your warehouse, on your cloud account. We don't resell or aggregate it. If you stop working with us, the warehouse stays yours and keeps running.

How fresh is the data?

Near real time for most operational systems. For heavier sources we schedule hourly or nightly. You pick based on what the reports need.

Do I need a warehouse already?

No. If you don't have one, we help you pick one and set it up as part of the first delivery. Common starting points are Snowflake, Microsoft Fabric, or a small Postgres start.

Which LinkedIn Learning tables land in the warehouse?

The connector pulls learners and their group memberships, the LinkedIn Learning catalogue (courses, videos, learning paths, custom collections), course assignments, and learning activity (course completions, video progress, learning-path completions, time-spent). Activity arrives via the Reporting API for historical pulls and the xAPI webhook for near-real-time events. Learner identity uses the SAML SSO identifier or the work email, depending on how your tenant is configured. Skills are joined to courses through the learningClassifications reference.

How do completion events land in the warehouse?

LinkedIn Learning sends xAPI-compliant POST events for course completions out of the box, and for video completions, video progress and learning-path completions when an admin enables those streams. The connector receives those statements (actor, verb, object, result), maps the actor to the warehouse worker record, and lands the events on a learning-activity table that joins back to the catalogue and the user table. Completion retries are handled at LinkedIn's side for several days, so a brief warehouse outage does not lose events.

How are individual watch records and learner email handled?

Individual watch records, learner email and group memberships can be kept in restricted schemas that only HR and L&D roles reach, while aggregated completion rates, learning-hours totals and skill-path coverage power the dashboards the rest of the business uses. Access is enforced in the warehouse, not in each dashboard, so a new operations report cannot accidentally surface a per-person watch record it should not see.

GDPR-compliant

Data stays in the EU

You own the warehouse

A first deliverable live in four to six weeks.

We review your LinkedIn Learning setup and the systems around it. Together we pick the first thing worth building.

Book a call See our other connectors