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Could MBTI be coupled with Spiral Dynamics?

We received this question after the publication of articles Simple SDTEST^® Gives Great Possibilities and Mathematical Psychology. The Myers-Briggs Type Indicator (MBTI) and Spiral Dynamics are two systems that categorize personality traits and motivational values, respectively. This article is dedicated to answering this question. It will show with a real example how to use the SDTEST^® V.U.C.A. poll designer.

Brief Overviews of the Systems

MBTI categorizes personality into 16 types based on preferences across four dichotomies: Extraversion/Introversion, Sensing/Intuition, Thinking/Feeling, and Judging/Perceiving. It has been extensively validated and applied in career development, leadership, and team-building.

Spiral Dynamics maps the evolution of motivational value systems in a spectrum of colors or levels, from basic survivalist Beige to holistic-minded Turquoise. It builds on Clare Graves' theory of levels of human existence and has been used extensively in organizational development and coaching. SDTEST^®has 83885 results from 170 countries, results clustered into 7931 unique motivational patterns.

While both systems group people into "types", MBTI reflects non-hierarchical preferences while Spiral Dynamics depicts hierarchical development.

Possible Connections Between the Systems

Some relationships could potentially be theorized between MBTI types and Spiral levels based on apparent similarities in focus:

Intuitive types (N) may gravitate toward the holistic Yellow and Turquoise levels.
Sensing types (S) match the practical Red and Blue levels.
Thinking types (T) resonate with the objective, logical Orange level.
Feeling types (F) align with the harmonic Green level.

So Intuitive, Feeling types like INFJ could speculatively be associated with later Green and Yellow Spiral levels, while Sensing, Thinking types such as ISTJ fit earlier Blue and Orange levels.

Studying the correlation between Spiral Dynamics developmental stages and MBTI personality types could potentially yield some useful insights, but it also has limitations:

Potential benefits:

Seeing relationships between motivational values and personality preferences - e.g., Achiever Orange correlated with Thinking preference
Understanding interactions between developmental level and type - e.g., how INFJs may express differently at different Spiral levels
Explaining tensions within types via value differences - e.g., INTJs driven by power versus achievement
Mapping types/functions to transitional stages - e.g., Intuition in late Orange, Feeling in early Green

Limitations:

Differences in goals and validation of the two systems
Individuals express both multiple values and multifaceted personalities
Correlations may reinforce stereotypes about both frameworks

Intriguing connections may emerge, directly linking MBTI types to Spiral Dynamics levels.

The SDTEST^® V.U.C.A. poll designer

The SDTEST^® V.U.C.A. poll designer is as simple as Google Forms. Watch this two-minute video to get acquainted and compare. The main difference of the SDTEST® V.U.C.A. poll designer is the presence of an independent multilingual UI for changing the site language and poll form. If, for example, your primary site language is English, and you do the poll in 6 international UN languages, then you only need to use the language change window for the poll form. If you are doing this work together with colleagues whose primary language is Arabic, Chinese, Spanish, German, French, or other languages, then for their convenience, they can change the language of the site.

Create and share your Poll (MBTI)

Now you know the functionality of the Designer, and you can create your own, for example, MBTI.

We invite you to look “under the hood” of the poll Psychological Wellbeing (by Carol D. Ryff) we have already created. Developed by psychologist Carol D. Ryff, the 42-item Psychological Wellbeing (PWB) Scale. Source: Ryff, Carol D., Psychological Well-Being Revisited: Advances in Science and Practice, NIH Public Access, Psychother Psychosom, Vol.83, No.1, Pp.31, (2014). Watch the next two-minute video.

Now you need to share the link to your survey, and survey participants choose the language in which they are comfortable answering the questions. Watch the next one-minute video.

Poll results and their analysis

We do not have the results of the MBTI poll, so for example, we will use the poll “Psychological Wellbeing (by Carol D. Ryff)“ we used above.

Below you can read an abridged version of the results of our VUCA poll “Psychological Wellbeing (by Carol D. Ryff)“. The full version of the results is available for free in the FAQ section after login or registration.

心理健康

Charts 相关性

VUCA

Critical_value_of_the_correlation_coefficient

正態分佈，威廉·西莉·格塞特（William Sealy Gosset）（學生） r = 0.05

非正態分佈，Spearman r = 0.002

僅顯示結果 > r = 0.05

分配	非正常	普通的	非正常	普通的	普通的	普通的	普通的	普通的
所有問題所有問題 1) 自治（您同意或不同意多少？） 2) 環境掌握（您同意或不同意多少？） 3) 個人成長（您同意或不同意多少？） 4) 與他人的積極關係（您同意或不同意多少？） 5) 生活中的目的（您同意或不同意多少？） 6) 自我接受（您同意或不同意多少？）
1) 自治（您同意或不同意多少？）
Answer 1	-	Weak_negative -0.0691	Weak_positive 0.0636	Weak_negative -0.0459	Weak_positive 0.0441	Weak_negative -0.0355	Weak_negative -0.0130	Weak_positive 0.0429
Answer 2	-	Weak_negative -0.0161	Weak_negative -0.0325	Weak_positive 0.0245	Weak_positive 0.0297	Weak_negative -0.0074	Weak_negative -0.0320	Weak_positive 0.0157
Answer 2	-	Weak_positive 0.0466	Weak_negative -0.0266	Weak_positive 0.0120	Weak_negative -0.0413	Weak_positive 0.0038	Weak_positive 0.0570	Weak_negative -0.0354
Answer 3	-	Weak_positive 0.0495	Weak_negative -0.0116	Weak_positive 0.0249	Weak_negative -0.0002	Weak_negative -0.0131	Weak_negative -0.0525	Weak_positive 0.0140
Answer 4	-	Weak_negative -0.0056	Weak_negative -0.0101	Weak_negative -0.0119	Weak_negative -0.0154	Weak_positive 0.0707	Weak_positive 0.0492	Weak_negative -0.0738
Answer 5	-	Weak_positive 0.0620	Weak_negative -0.0278	Weak_positive 0.0461	Weak_negative -0.0339	Weak_positive 0.0089	Weak_negative -0.0223	Weak_negative -0.0189
Answer 6	-	Weak_positive 0.0183	Weak_positive 0.0317	Weak_negative -0.0328	Weak_negative -0.0601	Weak_positive 0.0158	Weak_positive 0.0241	Weak_positive 0.0230
自治（您同意或不同意多少？）
Answer 7	-	Weak_positive 0.0046	Weak_positive 0.0279	Weak_positive 0.0235	Weak_negative -0.0211	Weak_negative -0.0282	Weak_negative -0.0872	Weak_positive 0.0788
Answer 8	-	Weak_negative -0.0609	Weak_negative -0.0085	Weak_positive 0.0173	Weak_positive 0.0441	Weak_negative -0.0072	Weak_positive 0.0131	Weak_negative -0.0160
Answer 8	-	Weak_negative -0.0393	Weak_negative -0.0398	Weak_negative -0.0521	Weak_negative -0.0060	Weak_positive 0.0114	Weak_positive 0.0605	Weak_positive 0.0380
Answer 9	-	Weak_positive 0.0351	Weak_positive 0.0313	Weak_positive 0.0123	Weak_negative -2.04E-5	Weak_negative -0.0313	Weak_positive 0.0218	Weak_negative -0.0432
Answer 10	-	Weak_positive 0.0359	Weak_positive 0.0078	Weak_negative -0.0414	Weak_positive 0.0248	Weak_positive 0.0409	Weak_positive 0.0153	Weak_negative -0.0684
Answer 11	-	Weak_positive 0.0553	Weak_negative -0.0325	Weak_positive 0.0474	Weak_negative -0.0621	Weak_positive 0.0238	Weak_negative -0.0089	Weak_negative -0.0108
Answer 12	-	Weak_positive 0.0608	Weak_positive 0.0331	Weak_negative -0.0080	Weak_negative -0.0131	Weak_positive 0.0111	Weak_negative -0.0020	Weak_negative -0.0435
自治（您同意或不同意多少？）
Answer 13	-	Weak_positive 0.0696	Weak_positive 0.0194	Weak_positive 0.0334	Weak_negative -0.0577	Weak_positive 0.0459	Weak_negative -0.0254	Weak_negative -0.0540
Answer 14	-	Weak_positive 0.0566	Weak_positive 0.0215	Weak_positive 0.0311	Weak_positive 0.0264	Weak_negative -0.0172	Weak_negative -0.0303	Weak_negative -0.0593
Answer 14	-	Weak_negative -0.0189	Weak_negative -0.0138	Weak_negative -0.0320	Weak_positive 0.0707	Weak_positive 0.0112	Weak_positive 0.0181	Weak_negative -0.0480
Answer 15	-	Weak_negative -0.0147	Weak_positive 0.0093	Weak_negative -0.0322	Weak_negative -0.0146	Weak_positive 0.0039	Weak_negative -0.0079	Weak_positive 0.0510
Answer 16	-	Weak_positive 0.0132	Weak_positive 0.0375	Weak_negative -0.0215	Weak_negative -0.0194	Weak_negative -0.0243	Weak_positive 0.0555	Weak_negative -0.0151
Answer 17	-	Weak_negative -0.0421	Weak_negative -0.0402	Weak_positive 0.0151	Weak_positive 0.0063	Weak_negative -0.0602	Weak_positive 0.0342	Weak_positive 0.0597
Answer 18	-	Weak_negative -0.0455	Weak_negative -0.0214	Weak_positive 0.0136	Weak_negative -0.0540	Weak_positive 0.0533	Weak_negative -0.0428	Weak_positive 0.0682
自治（您同意或不同意多少？）
Answer 19	-	Weak_negative -0.0339	Weak_positive 0.0323	Weak_positive 0.0076	Weak_negative -0.0523	Weak_negative -0.0126	Weak_negative -0.0313	Weak_positive 0.0835
Answer 20	-	Weak_negative -0.0502	Weak_negative -0.0141	Weak_positive 0.0073	Weak_positive 0.0072	Weak_negative -0.0076	Weak_positive 0.0027	Weak_positive 0.0326
Answer 20	-	Weak_positive 0.0494	Weak_negative -0.0535	Weak_negative -0.0093	Weak_positive 0.0635	Weak_negative -0.0290	Weak_positive 0.0582	Weak_negative -0.0745
Answer 21	-	Weak_positive 0.0168	Weak_positive 0.0186	Weak_positive 0.0029	Weak_negative -0.0141	Weak_negative -0.0166	Weak_negative -0.0150	Weak_positive 0.0169
Answer 22	-	Weak_negative -0.0011	Weak_negative -0.0145	Weak_negative -0.0122	Weak_negative -0.0108	Weak_positive 0.0652	Weak_negative -0.0173	Weak_negative -0.0150
Answer 23	-	Weak_positive 0.0537	Weak_positive 0.0149	Weak_negative -0.0019	Weak_positive 0.0158	Weak_positive 0.0684	Weak_negative -0.0089	Weak_negative -0.1152
Answer 24	-	Weak_positive 0.0461	Weak_positive 0.0532	Weak_negative -0.0097	Weak_negative -0.0009	Weak_negative -0.0234	Weak_positive 0.0075	Weak_negative -0.0330
自治（您同意或不同意多少？）
Answer 25	-	Weak_positive 0.0960	Weak_positive 0.0372	Weak_negative -0.0111	Weak_negative -0.0276	Weak_positive 0.0304	Weak_negative -0.0288	Weak_negative -0.0547
Answer 26	-	Weak_positive 0.0203	Weak_negative -0.0270	Weak_positive 0.0364	Weak_negative -0.0544	Weak_positive 0.0306	Weak_positive 0.0045	Weak_negative -0.0100
Answer 26	-	Weak_negative -0.0249	Weak_negative -0.0390	Weak_negative -0.0081	Weak_negative -0.0268	Weak_positive 0.0384	Weak_positive 0.0058	Weak_positive 0.0351
Answer 27	-	Weak_positive 0.0375	Weak_positive 0.0379	Weak_positive 0.0330	Weak_positive 0.0042	Weak_negative -0.0275	Weak_negative -0.0207	Weak_negative -0.0339
Answer 28	-	Weak_negative -0.0075	Weak_positive 0.0122	Weak_negative -0.0159	Weak_positive 0.0220	Weak_positive 0.0284	Weak_negative -0.0372	Weak_negative -0.0046
Answer 29	-	Weak_positive 0.0079	Weak_negative -0.0331	Weak_negative -0.0385	Weak_positive 0.0075	Weak_negative -0.0131	Weak_positive 0.0556	Weak_positive 0.0053
Answer 30	-	Weak_negative -0.0810	Weak_positive 0.0314	Weak_positive 0.0037	Weak_positive 0.0629	Weak_negative -0.0696	Weak_negative -0.0001	Weak_positive 0.0331
自治（您同意或不同意多少？）
Answer 31	-	Weak_positive 0.0846	Weak_positive 0.0371	Weak_negative -0.0099	Weak_negative -0.0618	Weak_positive 0.0601	Weak_positive 0.0005	Weak_negative -0.0695
Answer 32	-	Weak_positive 0.0563	Weak_positive 0.0232	Weak_positive 0.0115	Weak_negative -0.0055	Weak_positive 0.0098	Weak_negative -0.0113	Weak_negative -0.0520
Answer 32	-	Weak_negative -0.0524	Weak_negative -0.0423	Weak_negative -0.0147	Weak_positive 0.0273	Weak_positive 0.0639	Weak_negative -0.0020	Weak_negative -0.0120
Answer 33	-	Weak_positive 0.0270	Weak_negative -0.0241	Weak_positive 0.0025	Weak_negative -0.0150	Weak_negative -0.0670	Weak_positive 0.0287	Weak_positive 0.0518
Answer 34	-	Weak_negative -0.0387	Weak_negative -0.0262	Weak_negative -0.0018	Weak_positive 0.0251	Weak_negative -0.0241	Weak_positive 0.0335	Weak_positive 0.0111
Answer 35	-	Weak_negative -0.0451	Weak_negative -0.0246	Weak_negative -0.0114	Weak_positive 0.0424	Weak_negative -0.0662	Weak_positive 0.0114	Weak_positive 0.0617
Answer 36	-	Weak_negative -0.0258	Weak_positive 0.0593	Weak_positive 0.0241	Weak_negative -0.0203	Weak_positive 0.0063	Weak_negative -0.0514	Weak_positive 0.0184
自治（您同意或不同意多少？）
Answer 37	-	Weak_negative -0.0544	Weak_positive 0.0302	Weak_positive 0.0466	Weak_positive 0.0171	Weak_negative -0.0632	Weak_negative -0.0670	Weak_positive 0.0738
Answer 38	-	Weak_negative -0.0028	Weak_negative -0.0432	Weak_negative -0.0204	Weak_positive 0.0058	Weak_positive 0.0201	Weak_positive 0.0593	Weak_negative -0.0288
Answer 38	-	Weak_negative -0.0069	Weak_positive 0.0137	Weak_negative -0.0280	Weak_negative -0.0195	Weak_positive 0.0435	Weak_positive 0.0320	Weak_negative -0.0257
Answer 39	-	Weak_positive 0.0484	Weak_negative -0.0146	Weak_positive 0.0062	Weak_negative -0.0170	Weak_positive 0.0132	Weak_positive 0.0104	Weak_negative -0.0346
Answer 40	-	Weak_positive 0.0321	Weak_negative -0.0097	Weak_negative -0.0152	Weak_positive 0.0266	Weak_negative -0.0021	Weak_positive 0.0105	Weak_negative -0.0343
Answer 41	-	Weak_positive 0.0298	Weak_positive 0.0227	Weak_positive 0.0011	Weak_positive 0.0011	Weak_positive 0.0067	Weak_negative -0.0429	Weak_negative -0.0024
Answer 42	-	Weak_positive 0.0450	Weak_positive 0.0125	Weak_negative -0.0233	Weak_negative -0.0322	Weak_positive 0.0216	Weak_negative -0.0151	Weak_positive 0.0077
2) 環境掌握（您同意或不同意多少？）
Answer 43	-	Weak_negative -0.0487	Weak_negative -0.0126	Weak_positive 0.0115	Weak_positive 0.0645	Weak_negative -0.0358	Weak_negative -0.0998	Weak_positive 0.0855
Answer 44	-	Weak_negative -0.0086	Weak_negative -0.0151	Weak_negative -0.0001	Weak_negative -0.0180	Weak_positive 0.0036	Weak_positive 0.0299	Weak_positive 4.06E-5
Answer 44	-	Weak_positive 0.0263	Weak_negative -0.0476	Weak_negative -0.0051	Weak_negative -0.0211	Weak_negative -0.0033	Weak_positive 0.0869	Weak_negative -0.0338
Answer 45	-	Weak_positive 0.0112	Weak_negative -0.0012	Weak_negative -0.0118	Weak_negative -0.0097	Weak_positive 1.94E-5	Weak_negative -0.0122	Weak_positive 0.0293
Answer 46	-	Weak_positive 0.0134	Weak_positive 0.0400	Weak_positive 0.0116	Weak_negative -0.0097	Weak_positive 0.0155	Weak_negative -0.0002	Weak_negative -0.0480
Answer 47	-	Weak_positive 0.0425	Weak_positive 0.0104	Weak_negative -0.0121	Weak_negative -0.0090	Weak_positive 0.0639	Weak_positive 0.0039	Weak_negative -0.0797
Answer 48	-	Weak_positive 0.0088	Weak_positive 0.1191	Weak_negative -0.0005	Weak_negative -0.0381	Weak_negative -0.0098	Weak_positive 0.0118	Weak_negative -0.0391
環境掌握（您同意或不同意多少？）
Answer 49	-	Weak_positive 0.0721	Weak_positive 0.0950	Weak_positive 0.0514	Weak_negative -0.0876	Weak_positive 0.0050	Weak_negative -0.0408	Weak_negative -0.0316
Answer 50	-	Weak_positive 0.0669	Weak_positive 0.0353	Weak_negative -0.0388	Weak_negative -0.0222	Weak_positive 0.0097	Weak_positive 0.0740	Weak_negative -0.0784
Answer 50	-	Weak_negative -0.0138	Weak_negative -0.0300	Weak_positive 0.0188	Weak_negative -0.0014	Weak_negative -0.0026	Weak_positive 0.0183	Weak_negative -0.0030
Answer 51	-	Weak_positive 0.0047	Weak_negative -0.0299	Weak_negative -0.0010	Weak_negative -0.0004	Weak_positive 0.0078	Weak_positive 0.0041	Weak_positive 0.0062
Answer 52	-	Weak_negative -0.0043	Weak_positive 0.0227	Weak_positive 0.0027	Weak_positive 0.0164	Weak_negative -0.0124	Weak_negative -0.0210	Weak_negative -0.0012
Answer 53	-	Weak_negative -0.0521	Weak_negative -0.0813	Weak_positive 0.0084	Weak_positive 0.0038	Weak_positive 0.0047	Weak_positive 0.0115	Weak_positive 0.0569
Answer 54	-	Weak_negative -0.0553	Weak_positive 0.0080	Weak_negative -0.0278	Weak_positive 0.0719	Weak_negative -0.0110	Weak_negative -0.0606	Weak_positive 0.0459
環境掌握（您同意或不同意多少？）
Answer 55	-	Weak_positive 0.0663	Weak_positive 0.1081	Weak_positive 0.0270	Weak_negative -0.0835	Weak_positive 0.0104	Weak_negative -0.0382	Weak_negative -0.0265
Answer 56	-	Weak_positive 0.0138	Weak_positive 0.0661	Weak_negative -0.0065	Weak_negative -0.0416	Weak_positive 0.0216	Weak_positive 0.0190	Weak_negative -0.0379
Answer 56	-	Weak_positive 0.0540	Weak_negative -0.0423	Weak_positive 0.0002	Weak_negative -0.0172	Weak_positive 0.0097	Weak_positive 0.0189	Weak_negative -0.0180
Answer 57	-	Weak_positive 0.0097	Weak_positive 0.0382	Weak_negative -0.0093	Weak_negative -0.0162	Weak_negative -0.0370	Weak_positive 0.0381	Weak_negative -0.0023
Answer 58	-	Weak_negative -0.0558	Weak_negative -0.0356	Weak_negative -0.0100	Weak_positive 0.0640	Weak_positive 0.0016	Weak_positive 0.0215	Weak_negative -0.0154
Answer 59	-	Weak_negative -0.0377	Weak_negative -0.0605	Weak_positive 0.0443	Weak_positive 0.0063	Weak_negative -0.0222	Weak_negative -0.0146	Weak_positive 0.0484
Answer 60	-	Weak_negative -0.0469	Weak_negative -0.0405	Weak_negative -0.0416	Weak_positive 0.0756	Weak_positive 0.0148	Weak_negative -0.0497	Weak_positive 0.0438
環境掌握（您同意或不同意多少？）
Answer 61	-	Weak_positive 0.0153	Weak_negative -0.0495	Weak_positive 0.0011	Weak_negative -0.0175	Weak_positive 0.0207	Weak_negative -0.0445	Weak_positive 0.0572
Answer 62	-	Weak_negative -0.0368	Weak_negative -0.0657	Weak_positive 0.0141	Weak_positive 0.0527	Weak_negative -0.0063	Weak_negative -0.0446	Weak_positive 0.0384
Answer 62	-	Weak_positive 0.0047	Weak_positive 0.0160	Weak_negative -0.0073	Weak_negative -0.0107	Weak_positive 0.0085	Weak_positive 0.0244	Weak_negative -0.0252
Answer 63	-	Weak_positive 0.0422	Weak_positive 0.0467	Weak_negative -0.0170	Weak_negative -0.0249	Weak_negative -0.0349	Weak_positive 0.0317	Weak_negative -0.0078
Answer 64	-	Weak_negative -0.0250	Weak_positive 0.0225	Weak_negative -0.0147	Weak_positive 0.0069	Weak_positive 0.0060	Weak_positive 0.0561	Weak_negative -0.0430
Answer 65	-	Weak_positive 0.0091	Weak_positive 0.0657	Weak_negative -0.0056	Weak_negative -0.0070	Weak_negative -0.0045	Weak_positive 0.0268	Weak_negative -0.0524
Answer 66	-	Weak_positive 0.0132	Weak_positive 0.0482	Weak_positive 0.0327	Weak_negative -0.0368	Weak_positive 0.0016	Weak_negative -0.0112	Weak_negative -0.0201
環境掌握（您同意或不同意多少？）
Answer 67	-	Weak_positive 0.0413	Weak_positive 0.0468	Weak_positive 0.0483	Weak_negative -0.0790	Weak_negative -0.0621	Weak_negative -0.0213	Weak_positive 0.0606
Answer 68	-	Weak_positive 0.0102	Weak_positive 0.0572	Weak_positive 0.0048	Weak_negative -0.0472	Weak_negative -0.0291	Weak_positive 0.0244	Weak_positive 0.0104
Answer 68	-	Weak_positive 0.0221	Weak_negative -0.0329	Weak_positive 0.0163	Weak_negative -0.0794	Weak_positive 0.0253	Weak_negative -9.41E-5	Weak_positive 0.0431
Answer 69	-	Weak_negative -0.0179	Weak_positive 0.0052	Weak_positive 0.0055	Weak_negative -0.0369	Weak_negative -0.0085	Weak_positive 0.0392	Weak_positive 0.0156
Answer 70	-	Weak_negative -0.0329	Weak_negative -0.0139	Weak_positive 0.0152	Weak_negative -0.0079	Weak_positive 0.0044	Weak_positive 0.0147	Weak_positive 0.0030
Answer 71	-	Weak_negative -0.0162	Weak_negative -0.0594	Weak_negative -0.0582	Weak_positive 0.0426	Weak_positive 0.0364	Weak_positive 0.0652	Weak_negative -0.0345
Answer 72	-	Weak_negative -0.0013	Weak_positive 0.0097	Weak_negative -0.0112	Weak_positive 0.1522	Weak_positive 0.0144	Weak_negative -0.1075	Weak_negative -0.0671
環境掌握（您同意或不同意多少？）
Answer 73	-	Weak_negative -0.0349	Weak_positive 0.0064	Weak_positive 0.0033	Weak_positive 0.1094	Weak_positive 0.0039	Weak_negative -0.1212	Weak_positive 0.0071
Answer 74	-	Weak_negative -0.0274	Weak_negative -0.0605	Weak_positive 0.0294	Weak_negative -0.0128	Weak_negative -0.0273	Weak_positive 0.0662	Weak_positive 0.0112
Answer 74	-	Weak_negative -0.0009	Weak_negative -0.0017	Weak_negative -0.0323	Weak_negative -0.0479	Weak_positive 0.0172	Weak_positive 0.0604	Weak_positive 0.0088
Answer 75	-	Weak_positive 0.0516	Weak_positive 0.0123	Weak_negative -0.0273	Weak_negative -0.0657	Weak_positive 0.0110	Weak_positive 0.0186	Weak_positive 0.0218
Answer 76	-	Weak_positive 0.0500	Weak_positive 0.0229	Weak_positive 0.0376	Weak_positive 0.0075	Weak_negative -0.0385	Weak_negative -0.0096	Weak_negative -0.0425
Answer 77	-	Weak_positive 0.0473	Weak_positive 0.0401	Weak_negative -0.0221	Weak_negative -0.0310	Weak_positive 0.0279	Weak_negative -0.0005	Weak_negative -0.0290
Answer 78	-	Weak_negative -0.0344	Weak_positive 0.0569	Weak_negative -0.0072	Weak_negative -0.0422	Weak_positive 0.0326	Weak_positive 0.0115	Weak_negative -0.0061
環境掌握（您同意或不同意多少？）
Answer 79	-	Weak_positive 0.0565	Weak_positive 0.0639	Weak_positive 0.0111	Weak_negative -0.0972	Weak_positive 0.0236	Weak_positive 0.0321	Weak_negative -0.0377
Answer 80	-	Weak_positive 0.0101	Weak_positive 0.0498	Weak_positive 0.0080	Weak_negative -0.0397	Weak_negative -0.0177	Weak_positive 0.0006	Weak_positive 0.0122
Answer 80	-	Weak_positive 0.0343	Weak_negative -0.0198	Weak_negative -0.0092	Weak_negative -0.0281	Weak_positive 0.0050	Weak_positive 0.0431	Weak_negative -0.0144
Answer 81	-	Weak_negative -0.0171	Weak_negative -0.0173	Weak_positive 0.0263	Weak_positive 0.0084	Weak_negative -0.0146	Weak_positive 0.0167	Weak_negative -0.0080
Answer 82	-	Weak_negative -0.0056	Weak_negative -0.0304	Weak_negative -0.0081	Weak_positive 0.0021	Weak_negative -0.0113	Weak_positive 0.0374	Weak_positive 0.0037
Answer 83	-	Weak_negative -0.0438	Weak_negative -0.0338	Weak_negative -0.0050	Weak_positive 0.0420	Weak_positive 0.0032	Weak_negative -0.0233	Weak_positive 0.0266
Answer 84	-	Weak_negative -0.0298	Weak_negative -0.0056	Weak_negative -0.0165	Weak_positive 0.0948	Weak_positive 0.0108	Weak_negative -0.0924	Weak_positive 0.0112
3) 個人成長（您同意或不同意多少？）
Answer 85	-	Weak_negative -0.0442	Weak_negative -0.1260	Weak_negative -0.0003	Weak_negative -0.0049	Weak_negative -0.0386	Weak_negative -0.0189	Weak_positive 0.1675
Answer 86	-	Weak_negative -0.0277	Weak_positive 0.0635	Weak_negative -0.0009	Weak_positive 0.0456	Weak_positive 0.0318	Weak_positive 0.0243	Weak_negative -0.1187
Answer 86	-	Weak_positive 0.0821	Weak_positive 0.0474	Weak_negative -0.0145	Weak_negative -0.0133	Weak_positive 0.0397	Weak_positive 0.0102	Weak_negative -0.1046
Answer 87	-	Weak_positive 0.0488	Weak_positive 0.0649	Weak_negative -0.0094	Weak_negative -0.0383	Weak_negative -0.0009	Weak_negative -0.0073	Weak_negative -0.0177
Answer 88	-	Weak_positive 0.0056	Weak_positive 0.0675	Weak_positive 0.0220	Weak_negative -0.0126	Weak_negative -0.0195	Weak_positive 0.0133	Weak_negative -0.0450
Answer 89	-	Weak_positive 0.0210	Weak_positive 0.0128	Weak_negative -0.0041	Weak_negative -0.0123	Weak_positive 0.0176	Weak_positive 0.0147	Weak_negative -0.0328
Answer 90	-	Weak_positive 0.0252	Weak_positive 0.0447	Weak_positive 0.0326	Weak_negative -0.0382	Weak_negative -0.0230	Weak_negative -0.0350	Weak_positive 0.0141
個人成長（您同意或不同意多少？）
Answer 91	-	Weak_negative -0.0027	Weak_positive 0.0013	Weak_positive 0.0118	Weak_positive 0.0203	Weak_negative -0.0144	Weak_negative -0.0153	Weak_negative -0.0013
Answer 92	-	Weak_positive 0.0208	Weak_positive 0.0342	Weak_negative -0.0029	Weak_positive 0.0161	Weak_positive 0.0259	Weak_negative -0.0391	Weak_negative -0.0396
Answer 92	-	Weak_positive 0.0274	Weak_positive 0.1158	Weak_negative -0.0265	Weak_negative -0.0282	Weak_positive 0.0143	Weak_negative -0.0042	Weak_negative -0.0477
Answer 93	-	Weak_positive 0.1153	Weak_positive 0.0260	Weak_negative -0.0524	Weak_negative -0.0213	Weak_positive 0.0014	Weak_negative -0.0002	Weak_negative -0.0258
Answer 94	-	Weak_positive 0.0383	Weak_positive 0.0817	Weak_negative -0.0018	Weak_positive 0.0214	Weak_negative -0.0028	Weak_positive 0.0281	Weak_negative -0.1170
Answer 95	-	Weak_negative -0.0112	Weak_positive 0.0423	Weak_negative -0.0181	Weak_positive 0.0152	Weak_positive 0.0199	Weak_positive 0.0927	Weak_negative -0.1157
Answer 96	-	Weak_negative -0.0731	Weak_negative -0.1301	Weak_positive 0.0386	Weak_negative -0.0200	Weak_negative -0.0201	Weak_negative -0.0531	Weak_positive 0.1781
個人成長（您同意或不同意多少？）
Answer 97	-	Weak_positive 0.0609	Weak_positive 0.0593	Weak_positive 0.0262	Weak_negative -0.0393	Weak_negative -0.0096	Weak_negative -0.0325	Weak_negative -0.0217
Answer 98	-	Weak_positive 0.0296	Weak_positive 0.0618	Weak_positive 0.0317	Weak_negative -0.0449	Weak_negative -0.0210	Weak_negative -0.0264	Weak_positive 0.0027
Answer 98	-	Weak_positive 0.0159	Weak_positive 0.0946	Weak_negative -0.0007	Weak_negative -0.0276	Weak_positive 0.0147	Weak_positive 0.0257	Weak_negative -0.0798
Answer 99	-	Weak_positive 0.1032	Weak_positive 0.0273	Weak_negative -0.0149	Weak_negative -0.0156	Weak_positive 0.0172	Weak_negative -0.0395	Weak_negative -0.0370
Answer 100	-	Weak_positive 0.0828	Weak_positive 0.0576	Weak_negative -0.0303	Weak_negative -0.0199	Weak_positive 0.0241	Weak_positive 0.0149	Weak_negative -0.0774
Answer 101	-	Weak_negative -0.0069	Weak_negative -0.0301	Weak_negative -0.0212	Weak_negative -0.0602	Weak_positive 0.0314	Weak_positive 0.0737	Weak_positive 0.0088
Answer 102	-	Weak_negative -0.1244	Weak_negative -0.1050	Weak_positive 0.0169	Weak_positive 0.1035	Weak_negative -0.0384	Weak_negative -0.0320	Weak_positive 0.0914
個人成長（您同意或不同意多少？）
Answer 103	-	Weak_negative -0.0541	Weak_negative -0.0665	Weak_negative -0.0217	Weak_negative -0.0255	Weak_negative -0.0116	Weak_negative -0.0094	Weak_positive 0.1378
Answer 104	-	Weak_negative -0.0180	Weak_positive 0.0191	Weak_negative -0.0155	Weak_positive 0.0536	Weak_positive 0.0002	Weak_positive 0.0224	Weak_negative -0.0586
Answer 104	-	Weak_positive 0.0290	Weak_positive 0.0161	Weak_negative -0.0118	Weak_positive 0.0056	Weak_positive 0.0730	Weak_positive 0.0199	Weak_negative -0.1112
Answer 105	-	Weak_positive 0.0661	Weak_positive 0.0514	Weak_negative -0.0008	Weak_positive 0.0007	Weak_negative -0.0252	Weak_negative -0.0261	Weak_negative -0.0264
Answer 106	-	Weak_positive 0.0335	Weak_positive 0.0363	Weak_positive 0.0441	Weak_negative -0.0368	Weak_negative -0.0026	Weak_negative -0.0136	Weak_negative -0.0321
Answer 107	-	Weak_positive 0.0131	Weak_positive 0.0627	Weak_positive 0.0715	Weak_negative -0.0163	Weak_negative -0.0654	Weak_positive 0.0392	Weak_negative -0.0622
Answer 108	-	Weak_positive 0.0756	Weak_negative -0.0031	Weak_positive 0.0647	Weak_negative -0.0525	Weak_negative -0.0061	Weak_negative -0.0659	Weak_positive 0.0123
個人成長（您同意或不同意多少？）
Answer 109	-	Weak_positive 0.0538	Weak_positive 0.1083	Weak_positive 0.0524	Weak_negative -0.0452	Weak_negative -0.0205	Weak_negative -0.0193	Weak_negative -0.0652
Answer 110	-	Weak_positive 0.0179	Weak_positive 0.0220	Weak_positive 0.0330	Weak_positive 0.0091	Weak_negative -0.0149	Weak_negative -0.0341	Weak_negative -0.0163
Answer 110	-	Weak_positive 0.0516	Weak_positive 0.0604	Weak_positive 0.0018	Weak_positive 0.0249	Weak_positive 0.0371	Weak_positive 0.0237	Weak_negative -0.1506
Answer 111	-	Weak_positive 0.0197	Weak_positive 0.0172	Weak_negative -0.0187	Weak_negative -0.0468	Weak_positive 0.0113	Weak_positive 0.0353	Weak_negative -0.0070
Answer 112	-	Weak_positive 0.0571	Weak_positive 0.0091	Weak_negative -0.0527	Weak_negative -0.0023	Weak_positive 0.0060	Weak_positive 0.0526	Weak_negative -0.0451
Answer 113	-	Weak_negative -0.0429	Weak_negative -0.0743	Weak_positive 0.0169	Weak_negative -0.0039	Weak_positive 0.0159	Weak_positive 0.0089	Weak_positive 0.0433
Answer 114	-	Weak_negative -0.0936	Weak_negative -0.0703	Weak_negative -0.0199	Weak_positive 0.0363	Weak_negative -0.0346	Weak_negative -0.0528	Weak_positive 0.1596
個人成長（您同意或不同意多少？）
Answer 115	-	Weak_positive 0.0237	Weak_positive 0.0310	Weak_positive 0.0052	Weak_negative -0.0279	Weak_negative -0.0042	Weak_negative -0.0052	Weak_negative -0.0064
Answer 116	-	Weak_positive 0.0520	Weak_positive 0.0915	Weak_positive 0.0030	Weak_negative -0.0149	Weak_positive 0.0184	Weak_negative -0.0284	Weak_negative -0.0673
Answer 116	-	Weak_positive 0.0236	Weak_positive 0.0430	Weak_positive 0.0013	Weak_positive 0.0198	Weak_negative -0.0178	Weak_positive 0.0225	Weak_negative -0.0640
Answer 117	-	Weak_positive 0.0643	Weak_positive 0.0456	Weak_negative -0.0169	Weak_negative -0.0240	Weak_negative -0.0119	Weak_negative -0.0052	Weak_negative -0.0133
Answer 118	-	Weak_positive 0.0326	Weak_positive 0.0097	Weak_positive 0.0127	Weak_negative -0.0096	Weak_negative -0.0470	Weak_positive 0.0381	Weak_negative -0.0177
Answer 119	-	Weak_negative -0.0639	Weak_negative -0.0324	Weak_negative -0.0588	Weak_positive 0.0298	Weak_positive 0.0693	Weak_positive 0.0990	Weak_negative -0.0682
Answer 120	-	Weak_negative -0.0444	Weak_negative -0.0769	Weak_positive 0.0401	Weak_positive 0.0063	Weak_negative -0.0205	Weak_negative -0.0840	Weak_positive 0.1260
個人成長（您同意或不同意多少？）
Answer 121	-	Weak_negative -0.0727	Weak_negative -0.0800	Weak_positive 0.0439	Weak_negative -0.0372	Weak_negative -0.0265	Weak_negative -0.0433	Weak_positive 0.1589
Answer 122	-	Weak_positive 0.0032	Weak_negative -0.0095	Weak_negative -0.0103	Weak_positive 0.0134	Weak_positive 0.0193	Weak_positive 0.0224	Weak_negative -0.0378
Answer 122	-	Weak_positive 0.0391	Weak_positive 0.0636	Weak_negative -0.0445	Weak_positive 0.0647	Weak_negative -0.0125	Weak_positive 0.0459	Weak_negative -0.1189
Answer 123	-	Weak_positive 0.0507	Weak_positive 0.0338	Weak_negative -0.0140	Weak_positive 0.0008	Weak_negative -0.0007	Weak_positive 0.0018	Weak_negative -0.0433
Answer 124	-	Weak_positive 0.0275	Weak_positive 0.0155	Weak_positive 0.0146	Weak_positive 0.0289	Weak_positive 0.0134	Weak_positive 0.0098	Weak_negative -0.0899
Answer 125	-	Weak_positive 0.0144	Weak_positive 0.0723	Weak_negative -0.0321	Weak_negative -0.0450	Weak_positive 0.0579	Weak_negative -0.0019	Weak_negative -0.0393
Answer 126	-	Weak_positive 0.0565	Weak_positive 0.0456	Weak_positive 0.0066	Weak_negative -0.0215	Weak_negative -0.0144	Weak_negative -0.0183	Weak_negative -0.0180
4) 與他人的積極關係（您同意或不同意多少？）
Answer 127	-	Weak_positive 0.0276	Weak_negative -0.0828	Weak_negative -0.0089	Weak_negative -0.0004	Weak_positive 0.0279	Weak_negative -0.0658	Weak_positive 0.0724
Answer 128	-	Weak_negative -0.0744	Weak_negative -0.0738	Weak_negative -0.0267	Weak_negative -0.0090	Weak_positive 0.0675	Weak_positive 0.0299	Weak_positive 0.0348
Answer 128	-	Weak_negative -0.0369	Weak_positive 0.0639	Weak_negative -0.0067	Weak_positive 0.0258	Weak_negative -0.0032	Weak_positive 0.0412	Weak_negative -0.0694
Answer 129	-	Weak_positive 0.0870	Weak_positive 0.0685	Weak_negative -0.0324	Weak_positive 0.0028	Weak_negative -0.0583	Weak_positive 0.0197	Weak_negative -0.0309
Answer 130	-	Weak_positive 0.0204	Weak_positive 0.0814	Weak_positive 0.0660	Weak_negative -0.0161	Weak_negative -0.0604	Weak_positive 0.0217	Weak_negative -0.0686
Answer 131	-	Weak_positive 0.0514	Weak_positive 0.0523	Weak_positive 0.0765	Weak_negative -0.0195	Weak_negative -0.0914	Weak_negative -0.0175	Weak_negative -0.0112
Answer 132	-	Weak_positive 0.0122	Weak_positive 0.1094	Weak_positive 0.0418	Weak_positive 0.0037	Weak_negative -0.0459	Weak_negative -0.0286	Weak_negative -0.0454
與他人的積極關係（您同意或不同意多少？）
Answer 133	-	Weak_positive 0.0244	Weak_negative -0.0430	Weak_positive 0.0437	Weak_positive 0.0087	Weak_positive 0.0347	Weak_negative -0.1025	Weak_positive 0.0155
Answer 134	-	Weak_negative -0.0285	Weak_negative -0.0561	Weak_negative -0.0464	Weak_positive 0.0011	Weak_positive 0.0474	Weak_positive 0.0187	Weak_positive 0.0365
Answer 134	-	Weak_positive 0.0168	Weak_negative -0.0249	Weak_negative -0.0423	Weak_negative -0.0069	Weak_positive 0.0185	Weak_positive 0.0569	Weak_negative -0.0186
Answer 135	-	Weak_negative -0.0037	Weak_positive 0.0443	Weak_positive 0.0086	Weak_negative -0.0149	Weak_negative -0.0545	Weak_positive 0.0349	Weak_positive 0.0037
Answer 136	-	Weak_positive 0.0186	Weak_positive 0.0673	Weak_positive 0.0203	Weak_negative -0.0068	Weak_negative -0.0266	Weak_positive 0.0242	Weak_negative -0.0621
Answer 137	-	Weak_negative -0.0156	Weak_positive 0.0999	Weak_positive 0.0377	Weak_positive 0.0234	Weak_negative -0.0946	Weak_negative -0.0036	Weak_negative -0.0156
Answer 138	-	Weak_negative -0.0311	Weak_positive 0.0546	Weak_positive 0.0289	Weak_negative -0.0014	Weak_negative -0.0317	Weak_positive 0.0010	Weak_negative -0.0079
與他人的積極關係（您同意或不同意多少？）
Answer 139	-	Weak_positive 0.0452	Weak_positive 0.0835	Weak_positive 0.0314	Weak_negative -0.0045	Weak_negative -0.0455	Weak_negative -0.0440	Weak_negative -0.0195
Answer 140	-	Weak_positive 0.0170	Weak_positive 0.1089	Weak_positive 0.0259	Weak_positive 0.0107	Weak_negative -0.0581	Weak_negative -0.0055	Weak_negative -0.0489
Answer 140	-	Weak_negative -0.0128	Weak_positive 0.0118	Weak_negative -0.0004	Weak_positive 0.0201	Weak_positive 0.0274	Weak_positive 0.0132	Weak_negative -0.0570
Answer 141	-	Weak_positive 0.0363	Weak_negative -0.0079	Weak_positive 0.0116	Weak_negative -0.0516	Weak_negative -0.0049	Weak_positive 0.0005	Weak_positive 0.0242
Answer 142	-	Weak_negative -0.0071	Weak_positive 0.0032	Weak_negative -0.0208	Weak_negative -0.0086	Weak_positive 0.0228	Weak_positive 0.0512	Weak_negative -0.0383
Answer 143	-	Weak_positive 0.0036	Weak_negative -0.0563	Weak_positive 0.0081	Weak_negative -0.0400	Weak_positive 0.0175	Weak_positive 0.0265	Weak_positive 0.0251
Answer 144	-	Weak_negative -0.0560	Weak_negative -0.0980	Weak_negative -0.0412	Weak_positive 0.0537	Weak_positive 0.0276	Weak_negative -0.0341	Weak_positive 0.0824
與他人的積極關係（您同意或不同意多少？）
Answer 145	-	Weak_positive 0.0214	Weak_positive 0.0980	Weak_positive 0.0235	Weak_negative -0.0842	Weak_negative -0.0056	Weak_negative -0.0193	Weak_positive 0.0111
Answer 146	-	Weak_positive 0.0168	Weak_negative -0.0073	Weak_positive 0.0148	Weak_negative -0.0741	Weak_positive 0.0139	Weak_negative -0.0049	Weak_positive 0.0471
Answer 146	-	Weak_positive 0.0398	Weak_positive 0.0372	Weak_negative -0.0019	Weak_negative -0.0828	Weak_positive 0.0192	Weak_positive 0.0410	Weak_negative -0.0166
Answer 147	-	Weak_positive 0.0701	Weak_negative -0.0088	Weak_positive 0.0104	Weak_negative -0.0591	Weak_negative -0.0008	Weak_negative -0.0021	Weak_positive 0.0086
Answer 148	-	Weak_negative -0.0039	Weak_negative -0.0245	Weak_negative -0.0305	Weak_positive 0.0236	Weak_positive 0.0164	Weak_positive 0.0240	Weak_negative -0.0165
Answer 149	-	Weak_positive 0.0147	Weak_negative -0.0257	Weak_negative -0.0076	Weak_positive 0.0050	Weak_negative -0.0224	Weak_positive 0.0504	Weak_negative -0.0144
Answer 150	-	Weak_negative -0.1024	Weak_negative -0.0306	Weak_negative -0.0030	Weak_positive 0.1653	Weak_negative -0.0088	Weak_negative -0.0675	Weak_negative -0.0089
與他人的積極關係（您同意或不同意多少？）
Answer 151	-	Weak_negative -0.0122	Weak_negative -0.0600	Weak_negative -0.0105	Weak_positive 0.0304	Weak_positive 0.0555	Weak_negative -0.0350	Weak_positive 0.0012
Answer 152	-	Weak_negative -0.0089	Weak_negative -0.0348	Weak_positive 0.0096	Weak_positive 0.0093	Weak_negative -0.0047	Weak_positive 0.0220	Weak_negative -0.0048
Answer 152	-	Weak_negative -0.0053	Weak_positive 0.0377	Weak_negative -0.0099	Weak_negative -0.0269	Weak_negative -0.0310	Weak_positive 0.0614	Weak_negative -0.0102
Answer 153	-	Weak_positive 0.0351	Weak_positive 0.0489	Weak_positive 0.0024	Weak_negative -0.0060	Weak_negative -0.0490	Weak_negative -0.0137	Weak_positive 0.0068
Answer 154	-	Weak_positive 0.0216	Weak_negative -0.0014	Weak_negative -0.0248	Weak_negative -0.0361	Weak_positive 0.0279	Weak_positive 0.0046	Weak_positive 0.0192
Answer 155	-	Weak_negative -0.0195	Weak_positive 0.1074	Weak_positive 0.0124	Weak_positive 0.0318	Weak_positive 0.0046	Weak_negative -0.0555	Weak_negative -0.0492
Answer 156	-	Weak_positive 0.0164	Weak_positive 0.0323	Weak_positive 0.0351	Weak_negative -0.0598	Weak_negative -0.0606	Weak_positive 0.0055	Weak_positive 0.0512
與他人的積極關係（您同意或不同意多少？）
Answer 157	-	Weak_positive 0.0602	Weak_positive 0.0812	Weak_positive 0.0086	Weak_negative -0.0348	Weak_positive 0.0339	Weak_negative -0.0482	Weak_negative -0.0524
Answer 158	-	Weak_positive 0.0108	Weak_positive 0.0104	Weak_positive 0.0228	Weak_negative -0.0543	Weak_negative -0.0040	Weak_positive 0.0537	Weak_negative -0.0214
Answer 158	-	Weak_positive 0.0244	Weak_negative -0.0309	Weak_negative -0.0517	Weak_positive 0.0125	Weak_negative -0.0286	Weak_positive 0.0713	Weak_negative -0.0014
Answer 159	-	Weak_positive 0.0134	Weak_positive 0.0356	Weak_positive 0.0016	Weak_negative -0.0256	Weak_negative -0.0389	Weak_positive 0.0088	Weak_positive 0.0243
Answer 160	-	Weak_positive 0.0073	Weak_negative -0.0098	Weak_positive 0.0120	Weak_negative -0.0291	Weak_positive 0.0080	Weak_positive 0.0693	Weak_negative -0.0437
Answer 161	-	Weak_negative -0.0041	Weak_negative -0.0276	Weak_positive 0.0122	Weak_positive 0.0040	Weak_positive 0.0396	Weak_negative -0.0285	Weak_negative -0.0076
Answer 162	-	Weak_negative -0.0794	Weak_negative -0.0407	Weak_negative -0.0027	Weak_positive 0.0855	Weak_negative -0.0119	Weak_negative -0.0759	Weak_positive 0.0691
與他人的積極關係（您同意或不同意多少？）
Answer 163	-	Weak_positive 0.0116	Weak_negative -0.0517	Weak_negative -0.0356	Weak_positive 0.0255	Weak_positive 0.0691	Weak_negative -0.0590	Weak_positive 0.0163
Answer 164	-	Weak_negative -0.0406	Weak_negative -0.0343	Weak_positive 0.0078	Weak_positive 0.0002	Weak_negative -0.0054	Weak_positive 0.0693	Weak_negative -0.0166
Answer 164	-	Weak_negative -0.0252	Weak_positive 0.0240	Weak_positive 0.0339	Weak_negative -0.0009	Weak_negative -0.0440	Weak_positive 0.0308	Weak_negative -0.0106
Answer 165	-	Weak_positive 0.0637	Weak_positive 0.0819	Weak_positive 0.0021	Weak_negative -0.0210	Weak_negative -0.0562	Weak_negative -0.0077	Weak_negative -0.0102
Answer 166	-	Weak_positive 0.0092	Weak_positive 0.0394	Weak_negative -0.0270	Weak_negative -0.0184	Weak_negative -0.0097	Weak_positive 0.0384	Weak_negative -0.0126
Answer 167	-	Weak_positive 0.0091	Weak_positive 0.0371	Weak_positive 0.0169	Weak_positive 0.0095	Weak_negative -0.0207	Weak_negative -0.0587	Weak_positive 0.0163
Answer 168	-	Weak_positive 0.0100	Weak_positive 0.0225	Weak_positive 0.0493	Weak_negative -0.0509	Weak_negative -0.0168	Weak_negative -0.0323	Weak_positive 0.0298
5) 生活中的目的（您同意或不同意多少？）
Answer 169	-	Weak_negative -0.0452	Weak_negative -0.0339	Weak_positive 0.0263	Weak_positive 0.1761	Weak_negative -0.0513	Weak_negative -0.1263	Weak_positive 0.0079
Answer 170	-	Weak_negative -0.0078	Weak_negative -0.0097	Weak_negative -0.0262	Weak_negative -0.0385	Weak_positive 0.0104	Weak_positive 0.0640	Weak_positive 0.0059
Answer 170	-	Weak_positive 0.0130	Weak_negative -0.0311	Weak_positive 0.0091	Weak_negative -0.1099	Weak_positive 0.0818	Weak_positive 0.0555	Weak_negative -0.0124
Answer 171	-	Weak_positive 0.0701	Weak_positive 0.0688	Weak_negative -0.0300	Weak_negative -0.0857	Weak_negative -0.0170	Weak_positive 0.0313	Weak_positive 0.0160
Answer 172	-	Weak_positive 0.0168	Weak_positive 0.0017	Weak_positive 0.0163	Weak_negative -0.0459	Weak_negative -0.0192	Weak_positive 0.0437	Weak_positive 0.0025
Answer 173	-	Weak_negative -0.0075	Weak_positive 0.0155	Weak_negative -0.0162	Weak_negative -0.0138	Weak_positive 0.0299	Weak_positive 0.0138	Weak_negative -0.0198
Answer 174	-	Weak_positive 0.0345	Weak_positive 0.1206	Weak_positive 0.0162	Weak_negative -0.0553	Weak_negative -0.0195	Weak_positive 0.0030	Weak_negative -0.0381
生活中的目的（您同意或不同意多少？）
Answer 175	-	Weak_positive 0.0826	Weak_positive 0.0614	Weak_negative -0.0222	Weak_negative -0.1217	Weak_positive 0.0231	Weak_negative -0.0001	Weak_positive 0.0250
Answer 176	-	Weak_positive 0.0565	Weak_positive 0.0459	Weak_negative -0.0202	Weak_negative -0.1515	Weak_positive 0.0144	Weak_positive 0.0005	Weak_positive 0.0895
Answer 176	-	Weak_negative -0.0056	Weak_negative -0.0328	Weak_positive 0.0045	Weak_negative -0.0699	Weak_positive 0.0351	Weak_positive 0.0341	Weak_positive 0.0258
Answer 177	-	Weak_positive 0.0162	Weak_positive 0.0167	Weak_negative -0.0212	Weak_negative -0.0321	Weak_negative -0.0169	Weak_positive 0.0156	Weak_positive 0.0331
Answer 178	-	Weak_negative -0.0002	Weak_negative -0.0059	Weak_negative -0.0127	Weak_positive 0.0152	Weak_positive 0.0092	Weak_positive 0.0457	Weak_negative -0.0488
Answer 179	-	Weak_negative -0.0409	Weak_negative -0.0780	Weak_positive 0.0045	Weak_positive 0.0425	Weak_positive 0.0042	Weak_positive 0.0365	Weak_negative -0.0059
Answer 180	-	Weak_negative -0.0478	Weak_positive 0.0237	Weak_positive 0.0394	Weak_positive 0.1774	Weak_negative -0.0446	Weak_negative -0.0982	Weak_negative -0.0673
生活中的目的（您同意或不同意多少？）
Answer 181	-	Weak_negative -0.0350	Weak_negative -0.0462	Weak_positive 0.0730	Weak_positive 0.0979	Weak_negative -0.0456	Weak_negative -0.1289	Weak_positive 0.0449
Answer 182	-	Weak_negative -0.0468	Weak_negative -0.0236	Weak_negative -0.0098	Weak_positive 0.0201	Weak_negative -0.0172	Weak_positive 0.0430	Weak_positive 0.0108
Answer 182	-	Weak_positive 0.0272	Weak_negative -0.0008	Weak_negative -0.0318	Weak_negative -0.0817	Weak_positive 0.0467	Weak_positive 0.0440	Weak_positive 0.0093
Answer 183	-	Weak_positive 0.0409	Weak_positive 0.0714	Weak_negative -0.0682	Weak_negative -0.0177	Weak_positive 0.0060	Weak_negative -0.0011	Weak_positive 0.0028
Answer 184	-	Weak_positive 0.0479	Weak_positive 0.0336	Weak_negative -0.0031	Weak_negative -0.0403	Weak_positive 0.0247	Weak_positive 0.0480	Weak_negative -0.0730
Answer 185	-	Weak_positive 0.0151	Weak_positive 0.0142	Weak_negative -0.0045	Weak_negative -0.0127	Weak_positive 0.0164	Weak_positive 0.0479	Weak_negative -0.0574
Answer 186	-	Weak_positive 0.0282	Weak_positive 0.0283	Weak_negative -0.0076	Weak_negative -0.0724	Weak_positive 0.0222	Weak_positive 0.0521	Weak_negative -0.0228
生活中的目的（您同意或不同意多少？）
Answer 187	-	Weak_negative -0.0625	Weak_negative -0.0509	Weak_positive 0.0825	Weak_positive 0.1207	Weak_negative -0.0425	Weak_negative -0.0755	Weak_negative -0.0168
Answer 188	-	Weak_negative -0.0229	Weak_positive 0.0214	Weak_negative -0.0343	Weak_negative -0.0192	Weak_negative -0.0130	Weak_positive 0.0230	Weak_positive 0.0438
Answer 188	-	Weak_negative -0.0101	Weak_positive 0.0009	Weak_negative -0.0080	Weak_positive 0.0111	Weak_positive 0.0013	Weak_positive 0.0309	Weak_negative -0.0284
Answer 189	-	Weak_positive 0.0633	Weak_positive 0.0334	Weak_negative -0.0381	Weak_negative -0.0746	Weak_positive 0.0381	Weak_negative -0.0012	Weak_positive 0.0126
Answer 190	-	Weak_positive 0.0437	Weak_positive 0.0044	Weak_positive 0.0093	Weak_negative -0.0982	Weak_positive 0.0344	Weak_positive 0.0620	Weak_negative -0.0263
Answer 191	-	Weak_positive 0.0176	Weak_negative -0.0254	Weak_negative -0.0344	Weak_positive 0.0037	Weak_positive 0.0290	Weak_positive 0.0138	Weak_negative -0.0073
Answer 192	-	Weak_positive 0.0384	Weak_positive 0.0467	Weak_negative -0.0280	Weak_negative -0.0312	Weak_negative -0.0088	Weak_negative -0.0055	Weak_positive 0.0163
生活中的目的（您同意或不同意多少？）
Answer 193	-	Weak_positive 0.0520	Weak_positive 0.0892	Weak_positive 0.0178	Weak_negative -0.0661	Weak_negative -0.0003	Weak_negative -0.0094	Weak_negative -0.0292
Answer 194	-	Weak_positive 0.0864	Weak_positive 0.0391	Weak_negative -0.0126	Weak_negative -0.0483	Weak_positive 0.0378	Weak_positive 0.0020	Weak_negative -0.0579
Answer 194	-	Weak_negative -0.0297	Weak_negative -0.0010	Weak_negative -0.0413	Weak_negative -0.0217	Weak_positive 0.0438	Weak_positive 0.0522	Weak_negative -0.0114
Answer 195	-	Weak_negative -0.0042	Weak_positive 0.0321	Weak_negative -0.0038	Weak_positive 0.0026	Weak_negative -0.0228	Weak_positive 0.0403	Weak_negative -0.0267
Answer 196	-	Weak_negative -0.0017	Weak_negative -0.0136	Weak_negative -0.0024	Weak_negative -0.0143	Weak_negative -0.0563	Weak_positive 0.0284	Weak_positive 0.0554
Answer 197	-	Weak_negative -0.0211	Weak_negative -0.0610	Weak_positive 0.0007	Weak_positive 0.0350	Weak_positive 0.0261	Weak_positive 0.0185	Weak_negative -0.0269
Answer 198	-	Weak_negative -0.0491	Weak_negative -0.0387	Weak_positive 0.0312	Weak_positive 0.0662	Weak_negative -0.0309	Weak_negative -0.0915	Weak_positive 0.0713
生活中的目的（您同意或不同意多少？）
Answer 199	-	Weak_positive 0.0176	Weak_positive 0.0346	Weak_positive 0.0107	Weak_negative -0.0266	Weak_negative -0.0129	Weak_negative -0.0062	Weak_positive 0.0001
Answer 200	-	Weak_negative -0.0089	Weak_positive 0.0368	Weak_positive 0.0049	Weak_negative -0.0022	Weak_negative -0.0347	Weak_negative -0.0049	Weak_positive 0.0230
Answer 200	-	Weak_positive 0.0131	Weak_negative -0.0484	Weak_positive 0.0061	Weak_negative -0.0339	Weak_negative -0.0098	Weak_negative -0.0047	Weak_positive 0.0628
Answer 201	-	Weak_positive 0.0273	Weak_positive 0.0811	Weak_positive 0.0254	Weak_negative -0.0018	Weak_negative -0.0160	Weak_negative -0.0275	Weak_negative -0.0497
Answer 202	-	Weak_negative -0.0044	Weak_positive 0.0428	Weak_negative -0.0467	Weak_negative -0.0145	Weak_positive 0.0165	Weak_positive 0.0570	Weak_negative -0.0358
Answer 203	-	Weak_negative -0.0526	Weak_negative -0.0367	Weak_negative -0.0394	Weak_positive 0.0309	Weak_positive 0.0527	Weak_positive 0.0245	Weak_negative -0.0130
Answer 204	-	Weak_positive 0.0153	Weak_negative -0.0533	Weak_positive 0.0283	Weak_positive 0.0154	Weak_negative -0.0095	Weak_negative -0.0240	Weak_positive 0.0144
生活中的目的（您同意或不同意多少？）
Answer 205	-	Weak_negative -0.0063	Weak_positive 0.0832	Weak_positive 0.0352	Weak_negative -0.0115	Weak_positive 0.0031	Weak_negative -0.0110	Weak_negative -0.0605
Answer 206	-	Weak_positive 0.0835	Weak_negative -0.0091	Weak_positive 0.0235	Weak_negative -0.0169	Weak_negative -0.0313	Weak_positive 0.0251	Weak_negative -0.0428
Answer 206	-	Weak_negative -0.0108	Weak_positive 0.0252	Weak_negative -0.0224	Weak_positive 0.0091	Weak_positive 0.0507	Weak_positive 0.0414	Weak_negative -0.0827
Answer 207	-	Weak_positive 0.0337	Weak_positive 0.0377	Weak_negative -0.0408	Weak_negative -0.0363	Weak_negative -0.0493	Weak_positive 0.0296	Weak_positive 0.0496
Answer 208	-	Weak_negative -0.0400	Weak_negative -0.0127	Weak_negative -0.0445	Weak_positive 0.0326	Weak_positive 0.0320	Weak_positive 0.0175	Weak_negative -0.0081
Answer 209	-	Weak_negative -0.0388	Weak_negative -0.0705	Weak_positive 0.0224	Weak_negative -0.0240	Weak_positive 0.0105	Weak_negative -0.0037	Weak_positive 0.0665
Answer 210	-	Weak_negative -0.0192	Weak_negative -0.0254	Weak_positive 0.0213	Weak_positive 0.0378	Weak_negative -0.0148	Weak_negative -0.0817	Weak_positive 0.0569
6) 自我接受（您同意或不同意多少？）
Answer 211	-	Weak_positive 0.0281	Weak_positive 0.1121	Weak_negative -0.0016	Weak_negative -0.0412	Weak_positive 0.0208	Weak_negative -0.0201	Weak_negative -0.0461
Answer 212	-	Weak_positive 0.0252	Weak_positive 0.0579	Weak_positive 0.0282	Weak_positive 0.0065	Weak_negative -0.0723	Weak_positive 0.0778	Weak_negative -0.0798
Answer 212	-	Weak_positive 0.0304	Weak_negative -0.0145	Weak_negative -0.0143	Weak_positive 0.0290	Weak_positive 0.0623	Weak_negative -0.0116	Weak_negative -0.0773
Answer 213	-	Weak_negative -0.0039	Weak_negative -0.0030	Weak_negative -0.0411	Weak_negative -0.0155	Weak_negative -0.0231	Weak_negative -0.0010	Weak_positive 0.0788
Answer 214	-	Weak_negative -0.0312	Weak_positive 0.0036	Weak_negative -0.0010	Weak_positive 0.0072	Weak_negative -0.0255	Weak_positive 0.0367	Weak_positive 0.0015
Answer 215	-	Weak_negative -0.0125	Weak_negative -0.0644	Weak_negative -0.0016	Weak_positive 0.0067	Weak_positive 0.0058	Weak_positive 0.0365	Weak_positive 0.0054
Answer 216	-	Weak_negative -0.0305	Weak_negative -0.0527	Weak_positive 0.0198	Weak_negative -0.0031	Weak_positive 0.0206	Weak_negative -0.0964	Weak_positive 0.1021
自我接受（您同意或不同意多少？）
Answer 217	-	Weak_negative -0.0507	Weak_negative -0.0507	Weak_positive 0.0541	Weak_positive 0.0229	Weak_positive 0.0037	Weak_negative -0.1061	Weak_positive 0.0827
Answer 218	-	Weak_negative -0.0296	Weak_negative -0.0550	Weak_negative -0.0193	Weak_positive 0.0101	Weak_positive 0.0151	Weak_positive 0.0404	Weak_positive 0.0099
Answer 218	-	Weak_positive 0.0125	Weak_negative -0.0168	Weak_negative -0.0590	Weak_negative -0.0468	Weak_positive 0.0330	Weak_positive 0.0776	Weak_positive 0.0003
Answer 219	-	Weak_positive 0.0280	Weak_positive 0.0328	Weak_negative -0.0336	Weak_negative -0.0263	Weak_negative -0.0120	Weak_positive 0.0454	Weak_negative -0.0090
Answer 220	-	Weak_positive 0.0644	Weak_positive 0.0515	Weak_negative -0.0070	Weak_positive 0.0273	Weak_positive 0.0022	Weak_negative -0.0207	Weak_negative -0.0771
Answer 221	-	Weak_negative -0.0009	Weak_positive 0.0535	Weak_positive 0.0422	Weak_positive 0.0434	Weak_negative -0.0804	Weak_positive 0.0015	Weak_negative -0.0365
Answer 222	-	Weak_positive 0.0424	Weak_positive 0.0951	Weak_positive 0.0272	Weak_negative -0.0555	Weak_positive 0.0194	Weak_negative -0.0291	Weak_negative -0.0502
自我接受（您同意或不同意多少？）
Answer 223	-	Weak_positive 0.0624	Weak_positive 0.0927	Weak_positive 0.0166	Weak_negative -0.0651	Weak_positive 0.0195	Weak_negative -0.0127	Weak_negative -0.0561
Answer 224	-	Weak_negative -0.0176	Weak_positive 0.0585	Weak_negative -0.0260	Weak_positive 0.0031	Weak_negative -0.0068	Weak_positive 0.0499	Weak_negative -0.0407
Answer 224	-	Weak_positive 0.0582	Weak_positive 0.0048	Weak_negative -0.0286	Weak_positive 0.0093	Weak_positive 0.0643	Weak_negative -0.0185	Weak_negative -0.0668
Answer 225	-	Weak_negative -0.0021	Weak_negative -0.0132	Weak_negative -0.0264	Weak_positive 0.0016	Weak_negative -0.0246	Weak_positive 0.0099	Weak_positive 0.0449
Answer 226	-	Weak_positive 0.0021	Weak_negative -0.0131	Weak_positive 0.0015	Weak_negative -0.0013	Weak_negative -0.0605	Weak_positive 0.0536	Weak_positive 0.0193
Answer 227	-	Weak_negative -0.0280	Weak_negative -0.0698	Weak_positive 0.0216	Weak_negative -0.0183	Weak_negative -0.0112	Weak_positive 0.0881	Weak_negative -0.0019
Answer 228	-	Weak_negative -0.0550	Weak_negative -0.0464	Weak_positive 0.0350	Weak_positive 0.0545	Weak_positive 0.0075	Weak_negative -0.1407	Weak_positive 0.0885
自我接受（您同意或不同意多少？）
Answer 229	-	Weak_negative -0.0459	Weak_negative -0.0242	Weak_positive 0.0481	Weak_positive 0.0862	Weak_negative -0.0356	Weak_negative -0.1266	Weak_positive 0.0586
Answer 230	-	Weak_negative -0.0275	Weak_negative -0.0507	Weak_negative -0.0039	Weak_negative -0.0164	Weak_negative -0.0078	Weak_positive 0.0691	Weak_positive 0.0174
Answer 230	-	Weak_positive 0.0086	Weak_negative -0.0116	Weak_negative -0.0303	Weak_positive 0.0047	Weak_positive 0.0280	Weak_negative -0.0076	Weak_positive 0.0015
Answer 231	-	Weak_positive 0.0012	Weak_positive 0.0591	Weak_negative -0.0447	Weak_negative -0.0431	Weak_positive 0.0151	Weak_positive 0.0496	Weak_negative -0.0143
Answer 232	-	Weak_positive 0.0611	Weak_negative -0.0080	Weak_negative -0.0193	Weak_negative -0.0361	Weak_positive 0.0174	Weak_positive 0.0621	Weak_negative -0.0483
Answer 233	-	Weak_positive 0.0510	Weak_positive 0.0673	Weak_positive 0.0122	Weak_negative -0.0376	Weak_negative -0.0203	Weak_positive 0.0528	Weak_negative -0.0724
Answer 234	-	Weak_positive 0.0401	Weak_positive 0.0856	Weak_positive 0.0201	Weak_negative -0.0534	Weak_positive 0.0465	Weak_negative -0.0517	Weak_negative -0.0420
自我接受（您同意或不同意多少？）
Answer 235	-	Weak_negative -0.0041	Weak_positive 0.0048	Weak_positive 0.0446	Weak_positive 0.0647	Weak_negative -0.0534	Weak_negative -0.1134	Weak_positive 0.0429
Answer 236	-	Weak_negative -0.0073	Weak_negative -0.0293	Weak_positive 0.0220	Weak_negative -0.0034	Weak_negative -0.0202	Weak_positive 0.0348	Weak_negative -0.0007
Answer 236	-	Weak_negative -0.0096	Weak_negative -0.0407	Weak_negative -0.0029	Weak_positive 0.0144	Weak_negative -0.0046	Weak_positive 0.0090	Weak_positive 0.0139
Answer 237	-	Weak_negative -0.0144	Weak_negative -0.0130	Weak_negative -0.0652	Weak_negative -0.0365	Weak_positive 0.0611	Weak_positive 0.0367	Weak_positive 0.0198
Answer 238	-	Weak_positive 0.0091	Weak_positive 0.0219	Weak_negative -0.0088	Weak_negative -0.0082	Weak_positive 0.0202	Weak_positive 0.0646	Weak_negative -0.0775
Answer 239	-	Weak_positive 0.0410	Weak_positive 0.0385	Weak_positive 0.0059	Weak_negative -0.0489	Weak_negative -0.0189	Weak_positive 0.0285	Weak_negative -0.0115
Answer 240	-	Weak_positive 0.0106	Weak_positive 0.0844	Weak_negative -0.0067	Weak_negative -0.0172	Weak_positive 0.0477	Weak_negative -0.0356	Weak_negative -0.0500
自我接受（您同意或不同意多少？）
Answer 241	-	Weak_positive 0.0502	Weak_positive 0.0828	Weak_positive 0.0526	Weak_negative -0.0407	Weak_negative -0.0009	Weak_negative -0.0271	Weak_negative -0.0671
Answer 242	-	Weak_positive 0.1007	Weak_positive 0.0360	Weak_negative -0.0211	Weak_negative -0.0262	Weak_negative -0.0102	Weak_positive 0.0143	Weak_negative -0.0413
Answer 242	-	Weak_positive 0.0102	Weak_positive 0.0245	Weak_negative -0.0097	Weak_positive 0.0213	Weak_positive 0.0321	Weak_positive 0.0251	Weak_negative -0.0850
Answer 243	-	Weak_negative -0.0041	Weak_positive 0.0149	Weak_negative -0.0405	Weak_negative -0.0146	Weak_positive 0.0021	Weak_positive 0.0682	Weak_negative -0.0186
Answer 244	-	Weak_negative -0.0350	Weak_negative -0.0367	Weak_positive 0.0332	Weak_positive 0.0339	Weak_negative -0.0647	Weak_negative -0.0028	Weak_positive 0.0447
Answer 245	-	Weak_negative -0.0649	Weak_negative -0.0262	Weak_negative -0.0448	Weak_positive 0.0223	Weak_positive 0.0193	Weak_positive 0.0392	Weak_positive 0.0249
Answer 246	-	Weak_negative -0.0452	Weak_negative -0.0780	Weak_positive 0.0439	Weak_positive 0.0047	Weak_positive 0.0114	Weak_negative -0.1154	Weak_positive 0.1205
自我接受（您同意或不同意多少？）
Answer 247	-	Weak_negative -0.0351	Weak_positive 0.0162	Weak_positive 0.0626	Weak_positive 0.0388	Weak_negative -0.0470	Weak_negative -0.1064	Weak_positive 0.0534
Answer 248	-	Weak_negative -0.0003	Weak_negative -0.0879	Weak_negative -0.0328	Weak_negative -0.0090	Weak_positive 0.0259	Weak_positive 0.0561	Weak_positive 0.0191
Answer 248	-	Weak_negative -0.0418	Weak_negative -0.0083	Weak_negative -0.0138	Weak_negative -0.0030	Weak_positive 0.0247	Weak_positive 0.0472	Weak_negative -0.0176
Answer 249	-	Weak_positive 0.0863	Weak_positive 0.0414	Weak_negative -0.0352	Weak_negative -0.0381	Weak_negative -0.0208	Weak_positive 0.0374	Weak_negative -0.0195
Answer 250	-	Weak_positive 0.0272	Weak_positive 0.0305	Weak_negative -0.0298	Weak_positive 0.0083	Weak_positive 0.0463	Weak_positive 0.0126	Weak_negative -0.0738
Answer 251	-	Weak_positive 0.0226	Weak_positive 0.0526	Weak_positive 0.0133	Weak_positive 0.0030	Weak_negative -6.22E-5	Weak_negative -0.0075	Weak_negative -0.0565
Answer 252	-	Weak_positive 0.0239	Weak_positive 0.1377	Weak_positive 0.0111	Weak_negative -0.0734	Weak_positive 0.0003	Weak_negative -0.0036	Weak_negative -0.0311

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好的

Exploring correlations between the two systems, MBTI and Spiral Dynamics, could provide additional insights into motivational development and personality.

Some opportunities this could open up include:

Gaining a more multifaceted view of personality by seeing how motivational values at different Spiral levels interact with MBTI preferences. For example, Thinking types may express differently at Blue conformity-focused stages versus Orange achievement-focused stages.
Understanding nuanced developmental pathways for different personalities. For instance, mapping what transitional stages INTJs may pass through as they evolve in consciousness compared to ESFPs.
Diagnosing developmental conflicts and tensions within the same MBTI type driven by differing value systems. An ESTJ at the Red power-driven stage may experience internal tensions with one at the Orange efficiency-focused stage.
Appreciating how different MBTI functions or skill sets come to the fore at different Spiral levels. For example, Intuition was expressed more strongly in late Orange, and Feeling came online in early Green.
Tailoring coaching and development interventions by incorporating personality and motivational level insights. An INFP may need a different approach at Blue versus Green.

However, deriving such integrative insights requires avoiding simplistic stereotyping, acknowledging limitations in current Spiral Dynamics validation, and recognizing that personality and values are multi-faceted within individuals. If these complexities are accounted for, exploring potential connections between the frameworks could yield a more textured perspective on the interplay between personality type, values, and consciousness development over the lifespan. However, this endeavor requires extensive additional research and cautious interpretation.

Conclusion

In summary, while the MBTI personality typology and Spiral Dynamics developmental spectrum offer distinct lenses, exploring their potential connections could yield additional insights. Observing how motivational values interact with personality preferences at different stages may provide a more multifaceted view of individual differences. However, directly coupling the two frameworks oversimplifies their nuances.

Each system has a different purpose and validation base. Individuals express multifaceted personalities and multi-layered values that resist rigid mapping between categories. Stereotyping risks must also be avoided. If these complexities are recognized, judiciously analyzing relationships between the two systems could contribute to a more textured understanding of personality and consciousness development. However, further research and careful interpretation are required to derive meaningful integrative insights from correlations.

An open and nuanced exploration of how motivational development interplays with personality types, without forcing definitive linkages, may offer complementary perspectives that enrich our comprehension of the psychology of individual differences. This endeavor promises intellectual rewards but requires diligence in acknowledging both frameworks' limitations and avoiding oversimplification. With care, synergies between them may help capture a fuller portrait of diversity in personality and values.

2023.10.22

Valerii Kosenko

產品主SaaS Pet ProjectSDTEST®

Valerii於1993年獲得社會教育學家的資格，此後已將其知識應用於項目管理。
Valerii在2013年獲得了碩士學位和項目和計劃經理資格。在他的碩士課程中，他熟悉Project Roadmap（GPM Deutsche GesellschaftFürProjektmanagemente。V.）和螺旋動力學。
Valerii進行了各種螺旋動力測試，並利用他的知識和經驗來適應當前版本的SDTest。
Valerii是探索V.U.C.A.的不確定性的作者。使用螺旋動力學和心理學中的數學統計數據，有20多個國際民意測驗的概念。

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