Phase I — Construct development. Formally define each intelligence so dimensions are conceptually distinct, boundaries are clear, behaviors are observable, and items do not merely restate the dimension names. Build an evidence matrix connecting every dimension to relevant scholarly traditions: Prospect to resource dependence, board capital, environmental scanning, and social capital; Relationship to relationship marketing, trust, commitment, and relationship fundraising; Value to customer and stakeholder orientation and value creation; Ask to adaptive selling, interpersonal influence, self-efficacy, and negotiation; Stewardship to donor loyalty, retention, satisfaction, and relationship quality; Multiplication to social capital, network brokerage, board capital, and resource leverage. Then conduct qualitative discovery with experienced board chairs, chief executives, chief development officers, major-gift professionals, corporate partnership leaders, foundation executives, and experienced directors to determine whether the six dimensions capture how effective resource development actually occurs.
Phase II — Item development. Build an intentionally oversized pool of perhaps 60–90 candidate behavioral statements rather than beginning with 30 final items. Candidate Ask Intelligence™ items might include: I can tell when a resource conversation is ready to become an explicit request; I am comfortable naming a specific financial commitment; I adjust the nature of an ask when new information emerges during a conversation; I can remain silent after making a request rather than immediately weakening it; a decline does not prevent me from preserving the relationship. Submit items to a multidisciplinary expert panel judging relevance, clarity, representativeness, redundancy, and dimension fit, documenting content-validity procedures. Then run cognitive interviews, because terms such as relationship, ask, resource, value, stakeholder, prospect, and stewardship may have different meanings across nonprofits.
Phase III — Pilot testing. Administer the candidate instrument to a varied sample of nonprofit directors with intentional representation across organization size, mission, geography, board tenure, professional background, giving expectations, and funding model. The goal is not merely sample size; it is construct-relevant diversity. Use exploratory factor analysis to test whether responses actually organize into the hypothesized six dimensions, and allow the data to challenge the framework. If five dimensions emerge — or seven — the theory should be revisited. That willingness increases credibility rather than diminishing it.
Phase IV — Confirmation. Use a new sample and confirmatory factor analysis to determine whether the proposed structure fits observed data, testing alternatives including one general resource-development factor, six correlated factors, and a possible higher-order RDI™ factor. Evaluate reliability with appropriate measures, treating internal consistency as insufficient evidence of validity, and consider test-retest reliability to determine whether scores remain stable absent meaningful development or intervention.
Phase V — Validity. Establish convergent validity against related constructs such as networking behavior, fundraising self-efficacy, relationship orientation, adaptive interpersonal behavior, board engagement, and boundary-spanning activity. Establish discriminant validity so the six intelligences do not collapse into extroversion, personal wealth, occupational seniority, or general confidence — a wealthy extrovert should not automatically score highly on Resource Development Intelligence™. Examine criterion-related validity against meaningful behavior and outcomes: strategic introductions, cultivation activity, prospect advancement, resource asks, donor or sponsor conversion, stewardship participation, partnership expansion, repeat support, referrals, and diversified resource contribution. The objective is not to prove that one high individual score mechanically causes revenue; resource development is systemic and contextual.
Phase VI — Cross-group and organizational validity. Test whether the measure operates similarly across newer versus experienced directors, large versus small nonprofits, donor-dependent versus earned-revenue organizations, demographic groups, and professional backgrounds. This guards against inadvertently measuring social privilege, network access, occupational role, or culturally specific fundraising conventions instead of the intended intelligence.