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Ambivert Continuum Test

Research Dataset

Ambivert Personality Continuum Scale (APCS)

Normative and Psychometric Statistics
PRELIMINARY N=102 α=0 7Countries
Abstract

Ambivert Personality Continuum Scale (APCS) normative dataset currently contains 102 participant records collected between Jun 22, 2026 and Aug 6, 2026 .

This psychometric dataset currently includes 102 anonymous participant responses collected through voluntary participation. The observed mean score was 49.62 with a standard deviation of 9.39, indicating moderate score variability within the sampled population. Internal consistency reliability analysis produced a Cronbach alpha of 0, which falls below commonly accepted psychometric standards and should be interpreted cautiously until additional data are collected. Observed skewness (-1.46) and kurtosis (3.47) were examined as indicators of distribution quality. The distribution demonstrated mild departures from normality, although the overall score pattern remained broadly interpretable for preliminary normative purposes.

102
Participants
7
Countries
96
Scale Items
0
Reliability
Table 1
Dataset Overview
Assessment Ambivert Personality Continuum Scale (APCS)
Research Status Established Dataset
Dataset Maturity 30 /100 — PRELIMINARY
Participants 102
Countries Represented 7
Items 96
Dimensions 24
Data Collection Period Jun 22, 2026 – Aug 6, 2026
Reliability α = 0
Note. The current Ambivert Personality Continuum Scale (APCS) dataset contains 102 participant records collected from 7 countries. Dataset maturity reflects sample size, geographic diversity, and internal consistency reliability.
Table 2
Descriptive Statistics
Statistic Value
Mean Score 49.62%
Median Score 54
Standard Deviation 9.39
Variance 88.16
Standard Error 0.93
95% CI Lower 47.8
95% CI Upper 51.44
Minimum Score 13%
Maximum Score 66%
Observed Range 53
Note. M = 49.62, SD = 9.39, Median = 54. The 95% confidence interval ranged from 47.8 to 51.44.
Table 3
Sample Characteristics
Variable Summary
Participants N = 102
Countries 7
Age Information Available
Gender Information Available
Note. Demographic information was collected voluntarily. Participant counts may vary across demographic categories when information was not reported.
Figure 1
Global Participation
Note. Participants were represented across 7 countries. The largest contribution originated from IN (93.1% of available geographic records).
Table 4
Percentile Norms
Percentile Score Interpretation
10th 39% Very Low
25th 44% Below Average
50th 54% Average
75th 55% Above Average
90th 55% Elevated
Note. Percentile values provide preliminary normative benchmarks derived from the current Ambivert Personality Continuum Scale (APCS) sample.
Figure 2
Score Distribution
Note. Observed scores ranged from 13% to 66% (M = 49.62, SD = 9.39). Distribution characteristics included skewness (-1.46) and kurtosis (3.47). Distribution indices suggested mild departures from normality.
Table 5
Reliability Analysis
Metric Value
Cronbach Alpha 0
Reliability Classification Unacceptable
Participants 102
Items 96
Standard Error 0.93
Note. Internal consistency was estimated using Cronbach alpha. Reliability estimates are based on the current normative dataset and may change as additional responses are collected.
Item–Total Correlations
Item Item Quality r Rating Q11 0.85 Excellent Q76 0.82 Excellent Q77 0.81 Excellent Q74 0.79 Excellent Q73 0.78 Excellent Q78 0.76 Excellent Q58 0.75 Excellent Q12 0.75 Excellent Q75 0.75 Excellent Q3 0.74 Excellent Q16 0.74 Excellent Q13 0.74 Excellent Q79 0.73 Excellent Q57 0.73 Excellent Q9 0.69 Excellent Q56 0.68 Excellent Q55 0.68 Excellent Q14 0.68 Excellent Q30 0.68 Excellent Q26 0.67 Excellent Q59 0.66 Excellent Q29 0.65 Excellent Q52 0.65 Excellent Q10 0.64 Excellent Q15 0.64 Excellent Q51 0.63 Excellent Q31 0.63 Excellent Q82 0.62 Excellent Q68 0.62 Excellent Q33 0.61 Excellent Q60 0.6 Excellent Q53 0.6 Excellent Q54 0.6 Excellent Q50 0.6 Excellent Q81 0.59 Excellent Q69 0.59 Excellent Q32 0.59 Excellent Q2 0.59 Excellent Q27 0.58 Excellent Q17 0.58 Excellent Q83 0.58 Excellent Q8 0.58 Excellent Q22 0.58 Excellent Q28 0.57 Excellent Q23 0.56 Excellent Q80 0.55 Excellent Q61 0.55 Excellent Q19 0.54 Excellent Q90 0.54 Excellent Q49 0.53 Excellent Q18 0.52 Excellent Q34 0.52 Excellent Q25 0.5 Excellent Q91 0.5 Acceptable Q89 0.48 Acceptable Q45 0.48 Acceptable Q1 0.47 Acceptable Q35 0.47 Acceptable Q24 0.47 Acceptable Q72 0.46 Acceptable Q67 0.43 Acceptable Q62 0.42 Acceptable Q47 0.41 Acceptable Q87 0.41 Acceptable Q46 0.4 Acceptable Q66 0.4 Acceptable Q71 0.39 Acceptable Q70 0.38 Acceptable Q44 0.37 Acceptable Q48 0.36 Acceptable Q41 0.36 Acceptable Q64 0.36 Acceptable Q92 0.36 Acceptable Q63 0.35 Acceptable Q88 0.34 Acceptable Q84 0.33 Acceptable Q65 0.32 Acceptable Q43 0.31 Acceptable Q96 0.3 Acceptable Q42 0.27 Weak Q94 0.27 Weak Q20 0.26 Weak Q86 0.26 Weak Q85 0.22 Weak Q95 0.22 Weak Q93 0.22 Weak Q21 0.21 Weak Q36 0.17 Problematic Q4 0.11 Problematic Q6 0.09 Problematic Q5 0.08 Problematic Q7 0.03 Problematic Q40 0.02 Problematic Q39 -0.09 Problematic Q38 -0.09 Problematic Q37 -0.16 Problematic
Item Analysis Interpretation

Item–total correlations were generally strong across the assessment, indicating that most items contribute effectively to the measurement of the underlying construct. The analysis identified17 itemsthat may benefit from future review.

Items Recommended for Future Review
  • Q4 (r = 0.11)
    I question ideas.
  • Q5 (r = 0.08)
    I enjoy analysis.
  • Q6 (r = 0.09)
    I seek understanding.
  • Q7 (r = 0.03)
    I notice patterns.
  • Q20 (r = 0.26)
    I remember details.
  • Q21 (r = 0.21)
    I feel responsible.
  • Q36 (r = 0.17)
    I get inspired.
  • Q37 (r = -0.16)
    I like structure.
  • Q38 (r = -0.09)
    I organize tasks.
  • Q39 (r = -0.09)
    I expect results.
  • Q40 (r = 0.02)
    I enjoy action.
  • Q42 (r = 0.27)
    I act quickly.
  • Q85 (r = 0.22)
    I balance people and personal time.
  • Q86 (r = 0.26)
    I avoid extremes.
  • Q93 (r = 0.22)
    I can be outgoing when needed.
  • Q94 (r = 0.27)
    I change my style when needed.
  • Q95 (r = 0.22)
    I switch roles comfortably.
The lowest item–total correlation was observed for Q37 ("I like structure."; r = -0.16), indicating comparatively weaker alignment with the overall construct.
Table 7
Dimension Norms
Dimension Mean SD N
Reflective Processing 65.63% 22.24 97
Social Energy 63.71% 30.5 97
ENFJ 63.03% 30.94 97
ISTP 62.87% 25.37 97
Context Flexibility 60.4% 27.01 97
ENTJ 59.98% 31.27 97
ENTP 58.92% 33.48 97
ISFJ 58.9% 25.87 97
INTP 55.87% 26.73 102
ISTJ 55.8% 24.96 97
Social Switching 55.3% 27.19 97
ESTJ 54.59% 25.45 97
ENFP 54.27% 16.21 97
INFJ 49.93% 18.18 102
ESFP 49.24% 20.78 97
ESFJ 48.4% 17.44 97
ISFP 47.95% 17.82 97
INFP 47.6% 26.07 101
Social Initiative 39.03% 25.1 97
Behavioral Balance 37.94% 28.4 97
Solitude Preference 37.85% 22.23 97
ESTP 33% 30.91 97
Adaptability 30.8% 22.95 97
INTJ 27.24% 28.15 102
Note. Dimension statistics summarize normative performance across the major constructs measured by Ambivert Personality Continuum Scale (APCS).
Figure 5
Dimension Profile
Note. The highest observed dimension was Reflective Processing (65.6%), whereas the lowest observed dimension was INTJ (27.2%). The observed difference between dimensions was 38.4 percentage points. Substantial variation was observed between dimensions.
Table 8
Dataset Growth Summary
Metric Value
Current Participants 102
Countries 7
Collection Start Jun 22, 2026
Collection End Aug 6, 2026
Months Recorded 3
Note. Growth statistics summarize cumulative participation throughout the observed data collection period.
Normative Data Notice

A total of 102 participant responses were available for this assessment. Dimension-level norms were calculated using 102 valid response records. Approximately 0 response record(s) were excluded from dimension-level normative calculations due to incomplete response patterns.

Limitations

Normative statistics are derived from voluntary participation and may not represent all populations. Reliability estimates, percentile norms, and dimension statistics should be interpreted in the context of the current sample and may change as additional responses are collected.

Ethical Statement

All records included in this dataset were collected anonymously. No personally identifying information is stored. Data are intended for educational, psychometric, and research purposes.

Recommended Citation

Ambivert Personality Continuum Scale (APCS). Research Dataset. Retrieved from https://drdeenz.com/ambivert-test/statistics/

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