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Measurement Through Survey

Apex measures motivation using a standardized, science-backed survey instrument designed to quantify the underlying psychological drivers behind customer behavior.
Direct audience interaction via specialized survey is important to measuring motivation. However, surveys can incur operational overhead and respondent fatigue. To complement and/or replace your brand’s need to field a survey, we strategically use:
  1. Purchased survey sample from a panel provider
  2. Synthetic data to reduce the burden on your audience while preserving the richness of motivational intelligence
  3. Holistic industry data
Our survey methodology draws from established behavioral science and was developed in collaboration with leading academic institutions including Harvard University, Columbia University, and the University of Western Australia. At the heart of the Apex Customer Survey is a set of 16 motivational drivers:

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Core Elements

Every survey includes:
1

A randomized grid of statements linked to our 16 motivational drivers

See Motivator Ratings Grid below.
2

Questions that measure advocacy and intent to repurchase.

See Behavioral Intent below.
3

Open-ended prompts to gather descriptive experience feedback.

See Experience Feedback below.
4

Any other contextual questions that provide segmentation (e.g. age, gender, income, etc.).

See Other Data Points below.

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Tailoring for Your Context

Before launch, we work with you to understand:
  • Your customer journey and most common interaction points
  • Strategic goals for the model (e.g. retention, growth, brand trust)
  • Competitive context, audience nuances, and existing research
We use this input to adapt language, anchor examples, and ensure the questions resonate with real experiences your customers have had.

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Example Standard Survey

The Apex Customer Experience Survey is designed to capture both quantitative and qualitative insights related to how customers perceive and experience a brand. It serves as the foundation for measuring the 16 motivational drivers that inform Apex’s predictive models.

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Question Types

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1. Motivator Ratings Grid (Closed-Ended)

Respondents are asked to rate their level of agreement with a series of statements using a 7-point Likert scale:
Scale:
1 = Completely disagree
2, 3, 4 = Neither agree nor disagree
5, 6, 7 = Completely agree
There is no “I don’t know” option to ensure participants provide their best estimate.
Statements are randomized and linked to specific Apex motivational drivers.
These questions cover all 16 motivational drivers (in randomized order):

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2. Behavioral Intent (Closed-Ended)

Participants also rate statements about their behavioral intentions, such as:
These items are used to correlate motivational perceptions with intent to advocate or repurchase.

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3. Experience Feedback (Open-Ended)

Participants provide detailed written responses about:
These responses are analyzed through AI-powered text analysis and linked to the motivational dataset for deeper interpretation.

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4. Other Data Points

In addition to the motivational items, we often add a small number of structured questions to enable segmentation. These may include:
  • Demographics (age, gender, household income)
  • Geographics (region, postal code, urban/rural classification)
  • Behavioral (channel used, purchase frequency, recency)
  • Role or Relationship (e.g. tenure, account type, subscription level)
These inputs allow us to break down motivational patterns by key audience subgroups and uncover where different motivations drive different outcomes.
Apex can link survey data to your existing CRM or behavioral data for even more powerful segmentation, without increasing respondent burden.

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One-pager Summary

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Survey Deployment

Because we are not a survey platform, we are agnostic to the method of survey deployment. We can talk about your existing tools and processes and help you find the best fit for your needs. Some options include:
  • We handle everything turn-key
  • Our survey is inserted into an existing workflow or brand tracker cadence you have
  • We purchase survey sample from one of our trusted partners