Data Readiness
AI is only as good as the data behind it.
Institutions are racing to adopt AI tools across enrollment, advising, curriculum, finance, and operations. But AI models trained on dirty data don’t just underperform—they actively mislead.
The institutions that get AI right will be the ones that invest in data readiness first—not as an afterthought, but as the critical first step.
How we help
Data Readiness Assessment Workshop
A facilitated workshop that brings together your IT, IR, enrollment, finance, and academic leaders for a structured assessment of your institution's data landscape. We evaluate data quality, consistency, and accessibility across your critical systems and deliver a prioritized action plan for getting AI-ready; not a vague maturity score, but a concrete roadmap your team can act on immediately.
Data Cleansing Engagement
A project-based engagement where SIG consultants work alongside your teams to systematically clean, deduplicate, and standardize your institutional data. We prioritize the data domains that matter most to your AI and analytics goals, then execute in phases, establishing repeatable processes and validation rules so the work sticks long after the project ends.
Data Governance for AI Clinic
Clean data without governance is a temporary fix. Working with your leadership and data stewards, we establish who owns what data, how quality standards are enforced, and how governance evolves as your AI capabilities mature. The result is a living framework purpose-built for the AI era, covering data classification, access controls, ethical use, and the accountability structures that keep your institution in control.
The SIG difference
Data readiness isn’t a technology problem—it’s an institutional one. It requires understanding how data flows through enrollment, finance, student services, and academics, and who depends on it at every step.
SIG brings decades of experience inside higher education systems and processes, so we don’t just clean your data, we help you build the habits, structures, and culture that keep it trustworthy. That’s the difference between a one-time project and a lasting transformation.
Ready to get your data AI-ready?
Every day is a chance to dismantle the status quo.
I almost look at SIG as our safety net. We have Ellucian implementing the software, we have our Broward team, but then we have SIG. If we’re going to stumble or fall, SIG is going to be there to help pick us up—because they’re in it with us for the long haul.
Liz Perrone, Implementation Director, Broward College