General sales
AuraScore 83/100

Academic Institution Account Qualification Matrix

Score and categorize higher education accounts to prioritize enterprise sales outreach and resource allocation.

Use this template when evaluating prospective universities or research institutes for institutional software licenses or lab solutions. It helps sales representatives systematically score account fit, budget alignment, and decision complexity before initiating deep discovery.

Template

Role: Senior Higher Education Sales Director with 15 years of experience closing multi-year campus enterprise agreements.

Context

  • Prospect Institution: {{institution_name}}
  • Department or Division: {{target_department}}
  • Estimated Research & Tech Budget: {{annual_research_budget}}
  • Target Stakeholders: {{decision_maker_roles}}
  • Legacy Infrastructure: {{current_tech_stack}}
  • Institutional Priority: {{institutional_strategic_goals}}

Task

Generate a structured qualification scoring matrix that evaluates account viability, deal complexity, and immediate sales plays for {{institution_name}} across key commercial dimensions.

Method

  1. Review {{institution_name}}'s profile against standard higher education procurement cycles.
  2. Evaluate strategic alignment between the vendor offering and {{institutional_strategic_goals}}.
  3. Analyze budget capacity using {{annual_research_budget}} to identify suitable packaging and licensing tiers.
  4. Map power dynamics and consensus risk among {{decision_maker_roles}}.
  5. Assess technical feasibility and migration friction based on {{current_tech_stack}}.
  6. Assign a weighted score (1 to 5) across Budget, Authority, Need, Timeline, and Strategic Fit.
  7. Synthesize findings into tier categorization (Tier 1 Strategic, Tier 2 High Potential, Tier 3 Nurture) with concrete next actions.

Constraints

  • MUST evaluate institutional governance structures specific to research universities.
  • MUST provide clear rationales for every numerical score assigned in the matrix.
  • MUST NOT make unsupported assumptions regarding unstated discretionary funding sources.
  • Limit recommendations to pragmatic direct-sales tactics suitable for university administration.

Output format

1. Executive Account Scorecard

Summary table displaying Dimension, Weight, Raw Score (1-5), Weighted Score, and Key Justification.

2. Stakeholder Engagement Matrix

Markdown table listing Role, Influence Level, Expected Objections, and Tailored Value Proposition.

3. Account Tier & Immediate Action Plan

Final classification (Tier 1/2/3) followed by a 3-step outreach sequence under 250 words.

Self-review

  • Confirm all 6 input variables are explicitly integrated into the matrix dimensions.
  • Verify that weighted score calculations sum to a coherent overall score.
  • Ensure stakeholder analysis accurately reflects university hierarchy (e.g., provosts, deans, IT directors).
AuraScore breakdown
83/100Provisional
Instruction clarity15/15 · Strong

Explicit role, a named task, and discrete steps the model can follow.

Context architecture12/12 · Strong

Background, inputs and variables the model needs before it starts.

Constraint engineering10/12 · Adequate

Hard boundaries — what the model must and must not do.

Output specification6/14 · Thin

A named, field-level shape for the response.

Reasoning structure10/10 · Strong

Ordered work items that force analysis before an answer.

Model compatibility10/10 · Strong

Length and structure that travel across frontier models.

Token efficiency7/10 · Adequate

Signal density — instruction weight without padding.

Reusability7/7 · Strong

Documented variables so the scaffold adapts to new inputs.

Robustness5/5 · Strong

Quality bar, assumptions and behaviour when inputs are thin.

Observed performance1/5 · Thin

How much real usage the template has behind it.

sales
sales-general
education-research
higher-ed
account-qualification
pipeline-management