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Unified data platform for education

One platform for every team.

Doowii unifies institutional data, governance, analytics, reporting, and AI in one place. We manage the platform end to end.

  • One platform across systems
  • Shared definitions across teams
  • Analytics, reporting, and AI
Doowii architecture showing institutional systems connected to one unified data platform, with an education semantic and governance layer supporting analytics, reporting, and AI.
Unified platform architecture

Analytics, reporting & AI

One governed experience for every approved team

  • Questions
  • Reports
  • Models
  • Pinboards

Education semantic & governance layer

Configured definitions, permissions, and context

  • Metrics
  • Definitions
  • Access
  • Lineage

Managed data foundation

Ingestion, modeling, quality, and operations

  • Connect
  • Model
  • Validate
  • Maintain

Institutional systems & existing stack

The technology and data you already run

  • SIS / ERP
  • LMS
  • CRM
  • Warehouse
Governance and operational management span the architecture
Institution-wide outcomes

One platform instead of another data silo

Connect systems, definitions, and workflows once, then give every approved team a consistent way to understand and act on institutional data.

01

One connected view across systems

Bring data from the SIS, LMS, ERP, CRM, assessment tools, and local sources into one unified platform.

02

Shared meaning across teams

Give leadership, institutional research, enrollment, and student success teams access to the same governed definitions and context.

03

Analytics, reporting, and AI together

Support questions, dashboards, recurring reporting, monitored indicators, and predictive analysis without creating separate data silos.

04

A platform that stays current

Let Doowii operate and update the platform as your sources, definitions, permissions, teams, and priorities change.

How it works

Connect once, govern together, and put data to work everywhere

Doowii brings the technical foundation, education context, and team-facing workflows into one unified platform managed end to end. Institutional teams retain ownership of definitions and access decisions.

  1. 01

    Connect the systems you rely on

    Bring approved data from the SIS, LMS, ERP, CRM, assessment tools, and local sources into one unified platform.

  2. 02

    Establish shared meaning and control

    Map education concepts to local definitions, document calculation logic, and apply the permissions your institution requires.

  3. 03

    Serve every approved team

    Use the same governed platform for questions, dashboards, recurring reports, monitored indicators, and predictive analysis.

Unify the stack you already have

Keep the warehouse, lake, or reporting tools that serve you. Doowii connects education modeling, governance, analytics, reporting, and AI across the systems and investments in scope.

Establish a unified data platform

Where a shared data layer is not established, Doowii manages ingestion, modeling, governance, and platform operations end to end for institutional teams.

One platform in practice

Every way your teams use data, working from the same platform

Questions, shared dashboards, recurring reporting, monitored indicators, and AI stay connected to the definitions, permissions, and review practices your institution governs.

Natural language

Give approved teams a governed path to answers

Doowii generates and runs a query against approved data, then returns a result with methodology and source context available for review. Data teams retain control of definitions and access while approved users explore institutional questions from the same platform.

Example education questions in the Doowii interface
Recurring reporting

Keep recurring reporting on the same platform

Describe a recurring report once. Doowii helps assemble it, refresh it on schedule, and surface what changed for review. Board, cabinet, and term reporting remain connected to the same definitions used across the institution.

Custom reports

Illustrative workflow

New report

Chronic Absenteeism Report

Attendance · student groups · interventions

GeneratedUpdated Jul 18

Enrollment Risk Analysis

Admissions · deposits · engagement

GeneratedUpdated Jul 17

Board Outcomes Brief

Shared definitions · term-over-term change

ScheduledRefreshes Aug 1
Reports stay tied to the same governed definitions as the underlying analysis.
Predictive analytics

Use AI with the same definitions and controls

Models trained on approved institutional data can highlight students, cohorts, or enrollment patterns that may warrant attention. Contributing factors provide context, and your team remains responsible for decisions.

Illustrative predictive model view with model performance and contributing factors
Pinboards

Give teams a shared operating view

Bring the metrics each team watches into a shared board. Pinboards refresh on the configured data schedule, helping leaders and practitioners work from the same governed definitions as reports, questions, and models elsewhere in the platform.

Illustrative shared pinboard with several education metrics and chart types
Shared meaning

Education-ready semantics, configured to your institution

A metric is only useful when people understand its definition, source, scope, and access rules. Doowii begins with education-specific patterns and works with your team to reflect the language and policies your institution uses.

Education-ready starting point

Common student, enrollment, course, attendance, and program concepts reduce the amount of context an institution has to create from scratch.

Institution-specific definitions

Cohorts, terms, statuses, and metrics are configured around local policy and operating practice rather than imposed as a generic template.

Governance in the workflow

Permissions, documented logic, and source context help teams understand what a metric means and how it was assembled.

Illustrative governed metric

Student persistence

Institution-configured metric

Reviewed
Definition
Enrollment in consecutive institution-defined academic periods
Cohort
Degree-seeking students, with approved local inclusion rules
Sources
SIS enrollmentTerm calendar
Access
Scoped by role and approved population

Source context retained with the metric

Operating models

Different ways to build an education data platform

Institutions can assemble infrastructure, extend a vendor ecosystem, or use a unified education data platform managed end to end. This comparison describes those common operating patterns rather than the capabilities of any individual vendor.

Comparison of common operating models for general-purpose data platforms, vendor-native analytics, and Doowii.
ConsiderationGeneral-purpose platformsVendor-native analyticsDoowii
Primary design centerFlexible infrastructure intended for many industries and technical patterns.Analytics designed around a specific product ecosystem and its data model.One unified data platform designed around education systems, governance, and workflows.
Relationship to the existing stackOften becomes part of the core data stack, with the institution selecting and assembling the surrounding services.Fits most directly within the vendor’s suite; cross-stack work depends on its extension options.Provides one unified platform across existing systems and investments, including a warehouse where one is already established.
Cross-system dataBroadly flexible, with connectors, models, and education context typically designed by the institution or its partners.Often streamlined for data inside the ecosystem; external sources may require additional configuration.Connection plans are shaped around the institution’s SIS, LMS, ERP, CRM, assessment, and local data.
Semantic layerThe institution defines education concepts, metrics, and governance patterns.Begins with the vendor’s model, with configuration options varying by product.Begins with education context, then maps definitions and metrics to institutional practice.
Operating responsibilityThe institution and its implementation partners generally operate and maintain the assembled stack.The vendor manages its product; the institution coordinates data and governance beyond that environment.Doowii manages the platform end to end in partnership with institutional data and technology stakeholders.
Path to governed institutional useTiming depends on architecture choices, staffing, integrations, and modeling scope.Can be efficient inside the native ecosystem; broader use cases may add integration and governance work.A phased implementation establishes the shared foundation around selected priorities, then expands across teams and workflows.

Actual scope and operating model vary by product, contract, architecture, and institutional requirements.

Connected institutional data

One platform across the systems your institution runs

Doowii scopes data access source by source. Depending on the system, product version, available APIs, and project needs, each connection may use a prebuilt pattern or institution-specific configuration within the unified platform.

SIS / ERP

  • Banner
  • Colleague
  • Workday Student
  • PowerSchool
  • Infinite Campus

LMS

  • Canvas
  • Moodle
  • Brightspace

CRM

  • Slate
  • Salesforce
  • Element451
  • TargetX
  • HubSpot

Assessment

  • College Board
  • ACT
  • State assessment feeds

Advising / Early Alert

  • EAB Navigate
  • Starfish
  • Civitas

Financial Aid

  • PowerFAIDS
  • COD
  • Institutional aid files
Implementation

Establish the platform in phases, then expand across teams

Begin with the institutional priorities that matter most. Doowii then expands the unified platform across systems, teams, and workflows as data access, governance, and technical requirements are validated.

  1. Phase 01

    Discover & prioritize

    Align on the decisions, workflows, source systems, owners, and governance requirements that define the initial scope.

  2. Phase 02

    Connect & map

    Establish approved data access, ingest the selected sources, and map institutional data to the education model.

  3. Phase 03

    Define & validate

    Configure local definitions and permissions, then review outputs with the people responsible for the source data and metrics.

  4. Phase 04

    Launch & evolve

    Roll out approved workflows, monitor the foundation, and update models and definitions as institutional needs change.

Security & trust

A shared institutional platform needs security at its core

Doowii maintains a SOC 2 Type II report and builds access control, encryption, and auditability into the platform’s operating practices. These controls support governed use across systems, teams, analytics, reporting, and AI. Detailed security and privacy information is available in the Security & Trust center.

  • Role-aware access

    Permissions aligned to approved use

  • Encryption

    Protections for data in transit and at rest

  • Auditability

    Controls and activity designed for review

Common questions

What institutions ask about the platform

Do we need to replace the systems we already use?

No. Doowii unifies the SIS, LMS, ERP, CRM, assessment, and other systems already in your environment. It can work with an existing warehouse or provide the managed data foundation when one is not established.

What is Doowii?

Doowii is the unified data platform for education, managed end to end. It connects and models institutional data, applies shared definitions and permissions, and supports analytics, dashboards, reporting, monitored indicators, and AI across approved teams.

What does unified data platform mean?

It means approved data from institutional systems, shared definitions, access controls, analytics, reporting, and AI workflows operate on the same governed platform. It does not require replacing your SIS, LMS, ERP, CRM, assessment systems, or an existing warehouse.

Does Doowii only support predefined education metrics?

No. Education-ready models and common definitions provide a useful starting point. The platform is then configured to your institution's sources, terminology, permissions, and workflows, including custom data that matters only to your organization.

What role does our data team play?

Data and institutional research teams retain ownership of definitions, access, and review. Doowii operates the shared platform with them, giving approved teams a governed way to use institutional data while technical stakeholders maintain control.

How are AI-generated results reviewed?

Results can include the interpretation, methodology, and source context used to produce them. Doowii is designed to support reviewable analysis rather than replace institutional judgment or automate consequential decisions.

How does implementation work?

We begin with the institutional outcomes and workflows that matter most, then connect the relevant sources, configure definitions and permissions, validate outputs with your team, and expand the platform across teams. Scope and timing depend on the systems and priorities involved.

How does Doowii approach security and privacy?

Doowii maintains a SOC 2 Type II report and is designed to support institutions' student-data privacy obligations. Access, governance, and review are built into the platform, with additional documentation available through the Security & Trust center.

One platform, built around your institution

Bring your systems, teams, analytics, reporting, and AI together

Start with the systems and institutional priorities that matter most, then expand the unified platform across teams and workflows.