| Primary institutional job | Run student-journey workflows around degree audit, academic planning, transfer, registration readiness, advising, outreach, and support. | Run the managed data platform and analytical work across institutional systems, including reporting, monitoring, predictive work, and AI. | Stellic remains the operational experience. Doowii runs the cross-system data work around it. |
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| Degree audit and multi-term planning | Core product strength. Stellic evaluates degree requirements, supports what-if scenarios, planning, pathways, exceptions, and registration-related workflows. | Not a replacement for degree-audit rules, student course planning, what-if audits, or registration workflows. | Use Stellic to run the workflow and approved Stellic data to add planning and progress context to broader analysis. |
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| Advising operations | Supports profiles, notes, messaging, alerts, appointments, referrals, concerns, saved reports, and coordinated advisor workflows. | Does not replace advising case management. It can analyze approved advising signals with data from other systems and serve governed results to approved teams. | Keep advisor work in Stellic while Doowii connects that context to broader retention, enrollment, program, and institutional questions. |
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| Built-in reporting and analytics | Reports and analytics center on student progress, degree completion, planning, course demand, engagement, advising, interventions, and related Stellic workflows. | Questions, recurring reports, shared pinboards, monitored indicators, predictive models, and AI can span the approved institutional systems and definitions in scope. | Use each product for the analytical context it is designed to serve, without forcing all institutional reporting into one operational application. |
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| API and export model | Public documentation describes REST APIs for retrieving and publishing selected resources, plus synchronous and asynchronous exports for several Stellic data families. | Doowii can scope approved API, export, file, database, or warehouse paths source by source. A listed system does not guarantee a native connector or access to every field. | The integration is shaped around the Stellic APIs or exports, permissions, fields, history, cadence, and security available to the institution. |
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| Breadth of institutional data | Stellic integrates with SIS, LMS, and other campus tools to support its student-journey workflows and product analytics. | Doowii can combine approved SIS, LMS, CRM, ERP, financial aid, assessment, advising, warehouse, IPEDS, and institution-specific data around a governed use case. | Stellic contributes high-value planning and advising context while Doowii reconciles it with the broader institutional stack. |
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| Identity, definitions, and governance | Stellic maps institutional and product data into its degree-management and student-support workflows, with product permissions, security, and configured rules. | Doowii reconciles identities and relationships across sources, maps education concepts to institutional definitions, and applies approved access, methodology, quality, and lineage across analytical workflows. | Doowii provides a shared analytical meaning across Stellic and the other sources included in the institutional question. |
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| Natural-language analytics and AI | Care Analytics is in early use for questions about advising data. Stellic also describes natural-language reporting, pathway generation, summaries, and other AI capabilities as current direction or development, with some AI already shipped in Explore. | Natural-language questions, recurring reporting, monitored indicators, and predictive workflows operate against approved multi-source data and institution-configured definitions. | Stellic can provide AI inside student-journey workflows while Doowii answers questions that require data beyond the Stellic product boundary. |
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| Best-fit decision | Choose Stellic when the priority is modern degree management, planning, registration, transfer, advising, and student-support operations. | Choose Doowii when the institution wants one managed platform for cross-system reporting, analytics, monitoring, and AI. | Use both when the institution wants Stellic's operational workflows and a broader governed data layer that can include approved Stellic data. |
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