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Higher ed data platform alternatives

The best HelioCampus or Gray DI alternative depends on the job: institutional data warehousing and analytics, student success analytics, assessment and accreditation, program portfolio decisions, data governance, dashboards, or answering IR data requests. Below are the main vendors in each group, what each one is, and who it fits best.

Last reviewed October 2026

The short version

HelioCampus is a data platform, so its closest alternatives are other platforms: EAB Edify, Doowii, Datatelligent, Invoke Learning, and Ellucian Reporting & Analytics for Ellucian campuses. Gray DI is program evaluation software, a narrower job that few vendors do the same way.

Clema is in a different group. It is an AI-first assistant for IR and IE teams that answers data requests in plain language on the data you already have. It does not replace a warehouse, an assessment platform or program evaluation software.

Data platforms and institutional analytics

Vendors that bring campus data (SIS, LMS, CRM, finance) together and build institutional reporting on top, from full warehouses to point-and-click reporting tools. HelioCampus is in this group.

  • HelioCampus

    HelioCampus is an institutional performance management vendor whose data platform connects data across enrollment, academic programs, finance, staffing and assessment.

    Best for: institutions that want one vendor to build, govern and run the data platform and the analytics on top of it.

  • EAB Edify

    EAB Edify is a cloud-native data lake and data warehouse for higher education that aggregates campus data into one central platform.

    Best for: institutions building a central campus data foundation with EAB.

  • Doowii

    Doowii is a managed education data platform that handles ingestion, modeling, shared definitions, governance, reporting, monitoring and AI, which Doowii runs for you as what it calls your AI data team.

    Best for: institutions that want the data platform run for them rather than staffing an in-house data engineering team.

    Source: doowii.io
  • Datatelligent

    Datatelligent is a higher-ed data analytics as a service provider whose Fusion Platform collects data from the SIS, LMS and CRM and turns it into dashboards and predictive models.

    Best for: institutions that want dashboards and predictive models built and delivered as a managed service.

  • Invoke Learning

    Invoke Learning is a managed data lakehouse for higher education built on Snowflake, with 70+ connectors that load daily snapshots of raw campus data.

    Best for: institutions that want a Snowflake-based higher-ed data model without building the pipelines themselves.

  • Ellucian Reporting & Analytics

    Ellucian Reporting & Analytics is Ellucian’s analytics product, which unifies Ellucian and third-party data in a governed data lake and delivers role-based dashboards.

    Best for: campuses already running Ellucian that want reporting inside the same vendor ecosystem.

    Source: ellucian.com
  • Precision Campus

    Precision Campus is reporting software built exclusively for higher education, designed so staff can build enrollment, retention and workload reports without a programmer.

    Best for: deans and administrators who want point-and-click institutional reports without a warehouse project.

Student success analytics

Vendors built around retention, persistence and the learning data behind them, rather than campus-wide reporting.

  • Civitas Learning

    Civitas Learning is a student success platform that connects the systems an institution already runs into one model, trains institution-specific predictive models on it, and measures the impact of each student success initiative.

    Best for: student success and advising teams focused on retention and persistence.

  • Unizin

    Unizin is a consortium of member universities whose Unizin Data Platform (UDP) supports analytics and research on digital teaching and learning data.

    Best for: member institutions that want shared, standards-based learning data infrastructure.

    Source: unizin.org

Assessment, accreditation and comment analysis

Tools for the institutional effectiveness side of the house: learning outcomes, accreditation evidence, course evaluations and open-ended survey comments.

  • Watermark

    Watermark is a higher-ed software company covering assessment planning, accreditation, course evaluations and surveys, and faculty success.

    Best for: IE and assessment offices that run accreditation and course evaluation work in one place.

  • Weave

    Weave is an accreditation and assessment platform that also covers curriculum mapping, program review and strategic planning.

    Best for: teams preparing for institutional and programmatic accreditation.

  • Student Voice AI

    Student Voice AI is a survey analysis tool for higher education that uses machine learning models to label and theme open-ended student comments.

    Best for: teams sitting on large volumes of free-text survey comments.

Academic program portfolio and economics

Decision software for which programs to launch, grow, change or close. Gray DI is in this group.

  • Gray DI

    Gray DI is a data and software firm whose Program Evaluation System (PES) assesses the financial health, student demand and job market outcomes of academic programs.

    Best for: provosts and planning teams making program portfolio decisions with market demand and program economics data.

    Source: graydi.us

Data governance and catalog

Systems of record for what your data means, who owns it, and where it comes from.

  • Data Cookbook (IData)

    Data Cookbook (IData) is a cloud-hosted data governance framework and data catalog, with a business glossary, stewardship, lineage and a data request workflow, that originated in higher education.

    Best for: institutions that need a maintained system of record for data definitions and stewardship.

BI and dashboards

General-purpose business intelligence tools many IR offices already license. They visualize data well; someone still has to build each view.

  • Tableau

    Tableau is interactive data visualization software focused on business intelligence, owned by Salesforce since 2019.

    Best for: analysts who build and maintain custom visual dashboards.

  • Microsoft Power BI

    Microsoft Power BI is Microsoft’s business intelligence platform for visualizing data and sharing insights inside Microsoft 365 apps.

    Best for: campuses standardized on Microsoft 365.

  • Google Data Studio (Looker Studio)

    Google Data Studio (Looker Studio) is Google’s free tool for building interactive reports and dashboards from many data connectors.

    Best for: small teams that need shareable dashboards at no license cost.

AI-first IR assistants

A newer layer that sits on top of the data you already have and answers questions in plain language. It does not replace a warehouse, an assessment platform or program evaluation software.

  • Clema

    Clema is an AI data intelligence assistant built for institutional research (IR) and institutional effectiveness (IE) teams in U.S. higher education. It answers data requests in plain language on your existing systems and on federal data such as IPEDS and College Scorecard.

    Best for: IR and IE teams whose bottleneck is the data request queue, not the data platform. Free to start, with published plans from $99 per month and no implementation fee.

A note on sourcing

Each vendor description is drawn from a public source linked beside it, usually the vendor's own website, as of October 2026. The groups reflect the job each vendor is built for, which is how buyers usually compare them. We list Clema in the group it belongs to, and we do not rank vendors against each other, because they do different jobs. Products change; if something here is out of date, let us know and we will correct it.

Frequently
asked questions

The best HelioCampus alternative depends on which part of HelioCampus you would be replacing. For the data platform and analytics, the usual alternatives are EAB Edify, Doowii, Datatelligent and Invoke Learning, plus Ellucian Reporting & Analytics for campuses already on Ellucian. For assessment and accreditation, look at Watermark or Weave. For answering IR data requests on the warehouse you already have, Clema is an AI-first alternative: free to start, with published plans from $99 per month. Clema does not replace the HelioCampus warehouse or governance layer, so if you need that built for you, look at the data platform group.

Gray DI is academic program evaluation software: its Program Evaluation System (PES) covers program economics, student demand and job market outcomes. Few vendors do exactly that job, so the right alternative depends on the question you need answered. HelioCampus includes academic program analytics within a full data platform. Civitas Learning fits if the real goal is student success and retention. Invoke Learning fits if the underlying need is a managed higher-ed data lakehouse to build your own analysis on. Clema fits if your IR office needs to answer program review questions quickly from IPEDS completions, College Scorecard earnings and your own data, though it does not replicate Gray DI’s proprietary market demand data.

A higher education data platform brings campus systems such as the student information system (SIS), learning management system (LMS), CRM and finance into one governed place, usually a data warehouse or data lake, with shared definitions and reporting on top. EAB Edify, HelioCampus, Doowii and Invoke Learning are examples. Clema is an AI assistant that reads from the data platform or systems an institution already has and answers questions in plain language; it does not build one.

No. Clema does not build or host a warehouse, and it does not replace assessment, accreditation or program evaluation software. It sits on top of the data you already have and answers IR questions in plain language, in minutes. Institutions that already run a data platform can add Clema as the question-answering layer; institutions that have no warehouse yet may need a platform first.

Most of the vendors on this page do not publish pricing and sell through quotes or enterprise contracts. One public record gives a sense of scale: a public university task-force report disclosed an EAB Edify fee schedule of $36,000 to $216,000 per year. Clema publishes its pricing: a free plan, paid plans from $99 per month, and no implementation fee.

Small IR offices usually cannot staff a warehouse project, so the lighter options fit best: Precision Campus for point-and-click reporting, a BI tool such as Power BI or Data Studio if someone on the team builds dashboards, or Clema if the problem is the volume of ad hoc data requests. Clema’s free plan includes 20 AI conversations a month for one user, with no credit card required.

Already have the data? Start answering requests.

If your warehouse is in place and the bottleneck is the request queue, try Clema on a real IR question this week. Free to start, no implementation fee.

Want a one-to-one comparison? See every Clema comparison.