Hello readers. I want to introduce you to a small study that my friend and I conducted a year and a half ago, but in view of some circumstances, the design has dragged on to this point. The question we wanted to consider is whether it is possible to build such a classifier that would help young people with the choice of a profession.

TL; DR We conducted a survey of three psychological tests: the Big Five, emotional intelligence, a test for the profession. They asked a question by whom they work, whether they like the work. Spent a small EDA. Based on the tests, several classifiers were built and the best was compared with a test for the profession, the answers of which were taken into account with a nuance. Dataset posted in the public domain.

• Introduction
• Data collection
• Questionnaire structure
  
  • Big Five Test
  • Emotional Intelligence Test or EQ Test
  • Profession Test
• Practice
  
  • Problem Statement and EDA
  • Building Classifiers
  • Comparison of classifier and test
• Conclusions and development options

Introduction

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	Linear Regression	Random Forest
Test results only	Acc: 0.60 ± 0.05	Acc: 0.60 ± 0.08
With test only, with polynom	Acc: 0.63 ± 0.04	Acc: 0.57 ± 0.05
With questions	Acc: 0.55 ± 0.04	Acc :0.60 ± 0.04
With questions with polynom	Acc: 0.70 ± 0.01	Acc: 0.70 ± 0.04

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prof test Q74 — Q103

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Thanks to my friend, Popov Fedor, a student at the Moscow Aviation Institute, for his help in organizing the test and discussions throughout the study.

PS We apologize to the people who were waiting for the test results, but did not provide them with them. We are really very ashamed.