MaPP7 Background
Why it was built and what it’s based on.
MaPP7 emerged from need, not theory or technology. We combined a statistical assessment model, AI-driven interpretation, and modern web technology to create a clear, scalable, and affordable digital solution that works without training or licensing.
Why MaPP7?
Our system relies on statistically identified structures from 10,000+ assessments.
It uses modern web tech and AI to deliver consistent, interpreter-independent analysis.
No licensing courses, no consultants: immediately available, fast, efficient, and markedly more cost-effective than traditional approaches—finally, pricing that matches quality.
Psychological Foundation
MaPP7’s motive models draw on PhD David McClelland’s classic theory of three core motives (achievement, influence, and affiliation). We’ve expanded this structure with ten practical subcategories to enhance interpretation at both individual and team levels. Motive assessments are directly tied to observable behaviors rather than remaining an unstated assumption.
MaPP7’s preferences partly parallel Carl G. Jung’s psychological distinctions, later encompassed by statistically validated models like the Big Five.
However, our model isn’t based on any single theory but is built for practical assessments, integrating preferences and motives into a cohesive framework.
The aim is a clear, consistent understanding of the person—no typology, just actionable insights for interaction and decision-making.
MaPP7’s evaluation is based on seven elements integrating internal motives and observable behavioral preferences.
Unlike most systems that measure only one or the other—MaPP7 considers their interplay because people are whole.
The result isn’t an isolated profile but a clearly structured, visualized overview at the individual, team, or organizational level.
This consistently and comparably identifies strengths, compatibilities, and areas for development.
How we stand out
MaPP7
Statistical, clear, and structured. Requires no interpreter or training. Works instantly and scales from individuals to the entire organization.
Traditional Models
Theory-based, interpretation-dependent, and often hard to apply without expert support.
Consulting Models
Tied to licenses, training, and external interpreters. Not always usable independently within the organization.
Deeper Perspectives
Below is a concise technical overview of MaPP7’s structure and validity in recruitment. The same principles apply to all workplace use.
Under it you’ll find 10 articles that explore our background from different angles.
Click the 10 tabs below to see the basis for MaPP7’s validity and practicality.
GOAL
The assessment must be broad enough in content to genuinely explain a person’s behaviour at work and their potential. A simple “personality type” is not enough.
HOW MaPP7 ACHIEVES THIS
Most assessment tools on the market measure essentially only preferences/personality. At best, these explain about 50% of a person’s behaviour at work and their potential. The other half comes from their inner motives, which are at least as important – and sometimes even more important.
MaPP7 measures:
- both motives and preferences
- with a single assessment and one round of answering
As a result, MaPP7 gives a much better overall picture: what a person wants, how they naturally operate, and in what kinds of roles this combination works best.
GOAL
The assessment must be down-to-earth and written in plain language. It needs to make sense to the recruiter, the hiring manager and the candidate – without any psychological training and without “interpretation games”.
HOW MaPP7 ACHIEVES THIS
We don’t hide MaPP7 behind psychological jargon. Instead, we describe a person using 7 axes in clear, everyday language:
1) Three motives – what drives the person from within?
Each person has a primary, a supporting and a less influential motive (the order varies by individual):
- Achievement: doing, results, improvement
- Power: leading, influencing, setting direction
- Affiliation: belonging to a group, collaboration, supporting others
How each motive is refined:
- If someone is achievement-oriented: are they primarily a doer, a developer or a quality producer?
- If someone is power-oriented: are they more of a follower, a rebel, a manager, a leader-type, or a champion of a theme?
- If someone is affiliation-oriented: do they mainly adjust themselves to others, or is their focus first and foremost on other people and supporting them?
2) Four preferences – how do they naturally operate?
- Are they introvert, ambivert or extrovert?
- Do they prefer to see the world in big pictures, through practicalities or in details?
- Do their decisions lean more on gut feeling, on facts, or on a balance of both?
- Is their working style more spontaneous, planned or structured?
The reports use concrete sentences – not insider test jargon. A consultant can show the report directly to a client without first having to explain the theory behind it.
(Note: the terms above simply label the ends and midpoints of the axes. The actual assessment is based on continuous distributions, not fixed boxes.)
GOAL
The underlying models must be psychologically well-founded. We did not want to build a model based on pseudo-science.
HOW MaPP7 ACHIEVES THIS
You know the issue: the market is full of various colour and letter models (“pop psychology”) that professionals and the media quite rightly criticise. For us, it is essential to rely on researched psychology:
- Motives: we apply Prof. David McClelland’s classic motive models and the thematic work of Prof. David Winter.
- Preferences: we build on Jungian psychology (C.G. Jung) and its proven organisational applications.
We have condensed these into a 7-element model that focuses on what matters in recruitment and working life: solid psychology in the background, clear practical language on the surface.
GOAL
We wanted to move away from crude categorisation (“four types”, “eight types”, “16 boxes”). The system must be genuinely statistical and continuous.
HOW MaPP7 ACHIEVES THIS
We don’t squeeze people into a handful of types. MaPP7 is a statistical instrument where:
- all seven elements follow a continuous distribution (we apply skewed normal distributions)
- profiles are not forced into predefined boxes; the result reflects the real weighting of different traits
- our feedback reports describe over 30,000 different profiles – not four, eight or sixteen.
Our reference sample consists of 10,387 individuals, and the estimated margin of error for the working population is under ±1%.
On the preference side, MaPP7 correlates well with the respected Big Five model – but adds the motive dimension, which Big Five does not cover.
We continuously update the system based on client feedback, case analyses and statistical monitoring. As more data accumulates, we refine our models and report content. MaPP7 is not a static test, but a continuously calibrated tool.
Statistical = no guessing, no horoscopes, but modelled distributions and a continuous description of a person’s profile.
GOAL
The assessment must be fast enough to fit into a recruitment process – yet still accurate and explanatory. Nobody has time to fill in or read a “personality novel”.
HOW MaPP7 ACHIEVES THIS
MaPP7 is the producer team’s 8th similar system since 2009. Over the years, we have developed smart statistical algorithms (including IRT calibration) that allow us to reduce the number of items without sacrificing accuracy.
The MaPP7 assessment contains 44 carefully selected statements that:
- ensure sufficient accuracy and explanatory power
- allow respondents to complete it in under 10 minutes (average 7–8 minutes).
Answers are given using mobile-friendly sliders. We don’t use the raw slider positions as-is; they are statistically adjusted to account for skewed response distributions. This gives a more accurate picture of what really stands out in the profile.
Result: an assessment that speeds up recruitment process, with a report that explains why this person behaves the way they do – not just a list of what they are roughly like.
GOAL
The system must not require expensive licence trainings and annual fees. Recruiters and HR professionals must be able to use it without a background in psychology.
HOW MaPP7 ACHIEVES THIS
MaPP7 is designed from the organisational user’s point of view:
- the user logic is straightforward, and the reports are written in plain language
- recruitment and HR professionals can use the system without being trained psychologists
- no expensive licence trainings or per-user certifications
- no separate annual licences for every individual user.
This lowers the total cost and makes MaPP7 a genuine tool for the whole team – not a special gadget for one certified “test guru”.
GOAL
The system must run in a browser without any software installations. It has to be quick to complete on a phone as well, and it must meet GDPR requirements.
HOW MaPP7 ACHIEVES THIS
MaPP7 is a browser-based cloud service:
- no installations, no update hassle
- works smoothly on mobile: statements are answered using sliders, which makes responding fast
- the service is secure and GDPR-compliant: data is stored within the EU, access rights can be restricted, and a person’s data can be deleted in a controlled way.
MaPP7 works in real time in Finnish and English (assessment, feedback and user interface). This makes recruitment easier both domestically and internationally: all candidates are assessed using one unified model.
In practice this means: you send a link → the candidate answers anywhere, any time → the report is generated automatically and is immediately ready to use.
GOAL
An assessment should not beat people down. The goal is to identify and use strengths – not to produce a list of flaws or school-style grades.
HOW MaPP7 ACHIEVES THIS
In MaPP7 reports:
- individual feedback typically consists of 70–80% strengths, while still acknowledging challenges
- the report for the assessor is more neutral and analytical, and is designed to support decision-making.
Experience has shown that focusing on strengths produces clearly better results at work than a traditional focus on weaknesses and school-style grading. The same logic is visible in elite sports: by building on individuals’ different strengths you most often get top performance; by staring at weaknesses you typically get, at best, mediocrity.
MaPP7 provides a basis for conversations where people feel seen – not judged.
GOAL
We wanted to break away from the idea that an assessment must cost “hundreds or thousands of euros per person”. The price has to allow flexible use as a normal part of recruitment.
HOW MaPP7 ACHIEVES THIS
The MaPP7 system is highly automated:
- the assessment, scoring and reports are generated automatically
- there is no manual report writing, which would drive up the unit cost.
As a result, we can offer MaPP7 at approximately 70–90% lower cost than typical assessment solutions – even though:
- MaPP7 is effectively two assessments in one (motives + preferences)
- and therefore clearly broader than most alternatives.
In practice, you get more content for a lower price – and you can use the assessment already in the early stages (e.g. pre-screening), not just for a few final candidates.
GOAL
Use AI in reporting in a controlled way, based on MaPP7’s own data. We do not want to hand the process over to a generic “black box”.
HOW MaPP7 ACHIEVES THIS
We use AI to:
- generate summary reports that describe how a person’s motives and preferences interact in their specific case
- produce over 30,000 different profile narratives – in practice, even in a large organisation you rarely find two identical profiles (just like in real life).
The benefits of AI are:
- objectivity and consistency: the model does not get tired or start favouring familiar types
- neutrality: it does not judge; it describes the profile.
No team of psychologists can, over time, produce assessments that are as neutral, consistent and uniform in quality.
Our AI model:
is based on the psychology described in the Scientific tab
is trained on a large psychological dataset
does not rely directly on generic generative AI models to create person-level summaries.
AI is connected to the process after the statistical assessment: it does not evaluate people, but turns the MaPP7 assessment – based on our psychological model and measurements – into a clear, readable summary.
MaPP7 does not replace the judgement of a recruiter or manager – it supports it. It puts a clear, transparent and statistically structured view of candidates’ motives and ways of working on the table – the decisions are always made by humans.
10 articles that further explain our background:
Why Competence Isn’t Enough?
Why Competence Alone Is Not Enough – and Personality Traits Don’t Fully Explain All Either
Can Self-Assessment Be Misleading?
Self-Assessment Is Valuable — but Not Sufficient on Its Own
Why Black-and-White Thinking Doesn’t Work?
Human Assessments Are Not Black-and-White — and Shouldn’t Be
