Start with the systems that already hold the truth.
Map and connect the source systems
Pennant maps advertising, CRM, budget, goal, campus, program, and reporting inputs, then defines how each source will arrive.
How Pennant works
Pennant connects the systems, validates the records, standardizes the enrollment language, and applies consistent reporting logic—keeping every view grounded in the same data.

The operating sequence
Each stage has a defined input, a clear purpose, and an output that feeds the next stage. That is what keeps the dashboard from becoming another disconnected report.
Start with the systems that already hold the truth.
Pennant maps advertising, CRM, budget, goal, campus, program, and reporting inputs, then defines how each source will arrive.
Bring each source into a recurring data flow.
Records refresh on a recurring schedule. Historical backfills establish the baseline for trends, cohorts, and year-over-year reporting.
Reconcile the source data before using it to decide.
Totals, date coverage, required fields, and source values are checked. Unknown or inconsistent values remain visible until mapped.
Make different systems speak the same language.
Channels, funnel stages, campuses, programs, and reporting dates align to one higher-ed model while preserving the original source values.
Place platform activity beside CRM truth.
Advertising spend and platform conversions are compared with CRM-confirmed leads, applications, and enrollments using source-aware efficiency math.
Apply the date logic that matches the question.
Period counts activity in the selected dates. Cohort follows acquired leads forward. YoY adds the equivalent prior-year window.
Turn the shared model into something teams can use.
The governed data powers signals, pacing, attribution, performance views, exports, and Assistant answers using the same definitions.
The validation checkpoint
Before the data becomes an operating view, Pennant and the institution confirm that the source coverage, totals, definitions, and mappings make sense together.

The calculation rules
The selected reporting lens changes which records are counted and when. It does not change the underlying channel, funnel, campus, or program definitions.
Counts each lead, application, or enrollment when that event happened inside the selected dates.
Starts with leads acquired inside the selected dates and follows their later funnel progression.
Adds prior-year values for the equivalent reporting window using the same metric definitions.
Calculates paid-channel CPL and CPE from eligible spend and paid-source outcomes.
Uses pseudonymous IDs and performance attributes without requiring student names or contact information.
Attribution mechanics
Pennant preserves the advertising-platform perspective, then places it beside the downstream outcomes confirmed in the CRM. This makes differences visible instead of blending incompatible numbers.

Implementation responsibilities
Pennant supplies the data model and implementation process. The institution supplies source access, definitions, context, and validation.

Implementation questions
The practical mechanics behind access, refreshes, validation, privacy, and system ownership.
A source inventory, access to the agreed reporting inputs, the funnel-stage definitions your team uses, campus and program structures, budget and goal context, and people who can validate the resulting totals.
The implementation process compares key totals and mapped values with the originating source. Differences are investigated as mapping, timing, source-definition, or data-coverage issues before the view is treated as decision-ready.
Pennant is designed for recurring refreshes throughout the day, including hourly syncs and historical backfills where supported. The available cadence depends on each connected source.
Pennant can use pseudonymous record identifiers and the dates, statuses, sources, campuses, programs, and outcomes required for performance analysis without storing student names, email addresses, phone numbers, or street addresses.
No. Those systems remain the systems of record. Pennant is the shared intelligence layer that aligns their data and applies higher-ed reporting logic.
Start with your actual environment
Walk through your sources, definitions, reporting questions, and enrollment goals with Pennant.
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