Ahabanza/Blog/Could MBTI be coupled with Spiral Dynamics?

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 83892 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.

Imibereho myiza ya psychologiya

Ibishushanyo Isano

VUCA

Bitoroshe agaciro isano coefficient

Isaranganya risanzwe, na William Swal Sset (Umunyeshuri) r = 0.05

Kugabura bisanzwe, by umucumu r = 0.002

Erekana ibisubizo gusa > r = 0.05

Ikwirakwizwa	NANCEC	Bisanzwe	NANCEC	Bisanzwe	Bisanzwe	Bisanzwe	Bisanzwe	Bisanzwe
Ibibazo byose Ibibazo byose 1) Ubwigenge (ni bangahe wemera cyangwa utemeranya?) 2) Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?) 3) Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?) 4) Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?) 5) Intego mubuzima (ni bangahe wemera cyangwa utemeranya?) 6) Kwiyemera (wemera angahe cyangwa utemeranya?)
1) Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 1	-	Nke mbi -0.0690	Nke nziza 0.0660	Nke mbi -0.0464	Nke nziza 0.0437	Nke mbi -0.0328	Nke mbi -0.0118	Nke nziza 0.0454
Answer 2	-	Nke mbi -0.0173	Nke mbi -0.0312	Nke nziza 0.0244	Nke nziza 0.0296	Nke mbi -0.0084	Nke mbi -0.0310	Nke nziza 0.0142
Answer 3	-	Nke nziza 0.0500	Nke mbi -0.0256	Nke nziza 0.0141	Nke mbi -0.0401	Nke nziza 0.0011	Nke nziza 0.0554	Nke mbi -0.0367
Answer 4	-	Nke nziza 0.0474	Nke mbi -0.0129	Nke nziza 0.0223	Nke mbi -0.0009	Nke mbi -0.0129	Nke mbi -0.0535	Nke nziza 0.0146
Answer 5	-	Nke mbi -0.0052	Nke mbi -0.0145	Nke mbi -0.0111	Nke mbi -0.0154	Nke nziza 0.0704	Nke nziza 0.0490	Nke mbi -0.0752
Answer 6	-	Nke nziza 0.0652	Nke mbi -0.0290	Nke nziza 0.0459	Nke mbi -0.0339	Nke nziza 0.0111	Nke mbi -0.0232	Nke mbi -0.0191
Answer 7	-	Nke nziza 0.0121	Nke nziza 0.0282	Nke mbi -0.0334	Nke mbi -0.0604	Nke nziza 0.0146	Nke nziza 0.0238	Nke nziza 0.0249
Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 8	-	Nke nziza 0.0055	Nke nziza 0.0313	Nke nziza 0.0228	Nke mbi -0.0203	Nke mbi -0.0291	Nke mbi -0.0855	Nke nziza 0.0795
Answer 9	-	Nke mbi -0.0648	Nke mbi -0.0094	Nke nziza 0.0180	Nke nziza 0.0434	Nke mbi -0.0053	Nke nziza 0.0119	Nke mbi -0.0167
Answer 10	-	Nke mbi -0.0379	Nke mbi -0.0380	Nke mbi -0.0525	Nke mbi -0.0059	Nke nziza 0.0117	Nke nziza 0.0592	Nke nziza 0.0377
Answer 11	-	Nke nziza 0.0377	Nke nziza 0.0295	Nke nziza 0.0108	Nke nziza 0.0008	Nke mbi -0.0324	Nke nziza 0.0222	Nke mbi -0.0425
Answer 12	-	Nke nziza 0.0371	Nke nziza 0.0056	Nke mbi -0.0422	Nke nziza 0.0247	Nke nziza 0.0419	Nke nziza 0.0183	Nke mbi -0.0705
Answer 13	-	Nke nziza 0.0553	Nke mbi -0.0341	Nke nziza 0.0494	Nke mbi -0.0618	Nke nziza 0.0224	Nke mbi -0.0113	Nke mbi -0.0081
Answer 14	-	Nke nziza 0.0595	Nke nziza 0.0320	Nke mbi -0.0058	Nke mbi -0.0151	Nke nziza 0.0092	Nke mbi -0.0025	Nke mbi -0.0443
Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 15	-	Nke nziza 0.0689	Nke nziza 0.0212	Nke nziza 0.0335	Nke mbi -0.0570	Nke nziza 0.0466	Nke mbi -0.0223	Nke mbi -0.0534
Answer 16	-	Nke nziza 0.0562	Nke nziza 0.0221	Nke nziza 0.0321	Nke nziza 0.0256	Nke mbi -0.0154	Nke mbi -0.0322	Nke mbi -0.0599
Answer 17	-	Nke mbi -0.0163	Nke mbi -0.0148	Nke mbi -0.0316	Nke nziza 0.0679	Nke nziza 0.0114	Nke nziza 0.0180	Nke mbi -0.0482
Answer 18	-	Nke mbi -0.0158	Nke nziza 0.0120	Nke mbi -0.0349	Nke mbi -0.0133	Nke nziza 0.0022	Nke mbi -0.0102	Nke nziza 0.0506
Answer 19	-	Nke nziza 0.0157	Nke nziza 0.0380	Nke mbi -0.0229	Nke mbi -0.0189	Nke mbi -0.0270	Nke nziza 0.0554	Nke mbi -0.0160
Answer 20	-	Nke mbi -0.0428	Nke mbi -0.0428	Nke nziza 0.0153	Nke nziza 0.0073	Nke mbi -0.0597	Nke nziza 0.0364	Nke nziza 0.0628
Answer 21	-	Nke mbi -0.0481	Nke mbi -0.0225	Nke nziza 0.0156	Nke mbi -0.0529	Nke nziza 0.0539	Nke mbi -0.0425	Nke nziza 0.0666
Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 22	-	Nke mbi -0.0326	Nke nziza 0.0335	Nke nziza 0.0075	Nke mbi -0.0513	Nke mbi -0.0147	Nke mbi -0.0304	Nke nziza 0.0827
Answer 23	-	Nke mbi -0.0513	Nke mbi -0.0155	Nke nziza 0.0060	Nke nziza 0.0083	Nke mbi -0.0062	Nke nziza 0.0033	Nke nziza 0.0315
Answer 24	-	Nke nziza 0.0495	Nke mbi -0.0531	Nke mbi -0.0062	Nke nziza 0.0617	Nke mbi -0.0277	Nke nziza 0.0570	Nke mbi -0.0744
Answer 25	-	Nke nziza 0.0164	Nke nziza 0.0184	Nke nziza 0.0008	Nke mbi -0.0120	Nke mbi -0.0171	Nke mbi -0.0157	Nke nziza 0.0183
Answer 26	-	Nke mbi -0.0014	Nke mbi -0.0127	Nke mbi -0.0107	Nke mbi -0.0130	Nke nziza 0.0640	Nke mbi -0.0180	Nke mbi -0.0157
Answer 27	-	Nke nziza 0.0556	Nke nziza 0.0166	Nke mbi -0.0018	Nke nziza 0.0146	Nke nziza 0.0687	Nke mbi -0.0092	Nke mbi -0.1133
Answer 28	-	Nke nziza 0.0435	Nke nziza 0.0475	Nke mbi -0.0119	Nke mbi -0.0019	Nke mbi -0.0223	Nke nziza 0.0090	Nke mbi -0.0315
Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 29	-	Nke nziza 0.0956	Nke nziza 0.0364	Nke mbi -0.0105	Nke mbi -0.0283	Nke nziza 0.0304	Nke mbi -0.0286	Nke mbi -0.0522
Answer 30	-	Nke nziza 0.0203	Nke mbi -0.0257	Nke nziza 0.0380	Nke mbi -0.0523	Nke nziza 0.0313	Nke nziza 0.0063	Nke mbi -0.0103
Answer 31	-	Nke mbi -0.0242	Nke mbi -0.0422	Nke mbi -0.0101	Nke mbi -0.0264	Nke nziza 0.0373	Nke nziza 0.0037	Nke nziza 0.0340
Answer 32	-	Nke nziza 0.0357	Nke nziza 0.0356	Nke nziza 0.0332	Nke nziza 0.0036	Nke mbi -0.0277	Nke mbi -0.0211	Nke mbi -0.0351
Answer 33	-	Nke mbi -0.0068	Nke nziza 0.0139	Nke mbi -0.0150	Nke nziza 0.0185	Nke nziza 0.0284	Nke mbi -0.0392	Nke mbi -0.0028
Answer 34	-	Nke nziza 0.0104	Nke mbi -0.0326	Nke mbi -0.0389	Nke nziza 0.0079	Nke mbi -0.0124	Nke nziza 0.0584	Nke nziza 0.0047
Answer 35	-	Nke mbi -0.0829	Nke nziza 0.0333	Nke nziza 0.0030	Nke nziza 0.0637	Nke mbi -0.0696	Nke mbi -0.0008	Nke nziza 0.0330
Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 36	-	Nke nziza 0.0848	Nke nziza 0.0382	Nke mbi -0.0095	Nke mbi -0.0616	Nke nziza 0.0610	Nke nziza 0.0023	Nke mbi -0.0681
Answer 37	-	Nke nziza 0.0551	Nke nziza 0.0218	Nke nziza 0.0123	Nke mbi -0.0064	Nke nziza 0.0079	Nke mbi -0.0121	Nke mbi -0.0533
Answer 38	-	Nke mbi -0.0547	Nke mbi -0.0445	Nke mbi -0.0177	Nke nziza 0.0271	Nke nziza 0.0646	Nke mbi -0.0015	Nke mbi -0.0118
Answer 39	-	Nke nziza 0.0289	Nke mbi -0.0250	Nke nziza 0.0035	Nke mbi -0.0148	Nke mbi -0.0670	Nke nziza 0.0269	Nke nziza 0.0522
Answer 40	-	Nke mbi -0.0380	Nke mbi -0.0255	Nke mbi -0.0010	Nke nziza 0.0247	Nke mbi -0.0235	Nke nziza 0.0361	Nke nziza 0.0111
Answer 41	-	Nke mbi -0.0428	Nke mbi -0.0226	Nke mbi -0.0099	Nke nziza 0.0439	Nke mbi -0.0656	Nke nziza 0.0120	Nke nziza 0.0627
Answer 42	-	Nke mbi -0.0263	Nke nziza 0.0607	Nke nziza 0.0235	Nke mbi -0.0206	Nke nziza 0.0057	Nke mbi -0.0539	Nke nziza 0.0169
Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 43	-	Nke mbi -0.0513	Nke nziza 0.0321	Nke nziza 0.0459	Nke nziza 0.0184	Nke mbi -0.0640	Nke mbi -0.0677	Nke nziza 0.0729
Answer 44	-	Nke mbi -0.0063	Nke mbi -0.0426	Nke mbi -0.0198	Nke nziza 0.0040	Nke nziza 0.0209	Nke nziza 0.0617	Nke mbi -0.0272
Answer 45	-	Nke mbi -0.0066	Nke nziza 0.0114	Nke mbi -0.0300	Nke mbi -0.0208	Nke nziza 0.0430	Nke nziza 0.0301	Nke mbi -0.0258
Answer 46	-	Nke nziza 0.0500	Nke mbi -0.0146	Nke nziza 0.0084	Nke mbi -0.0162	Nke nziza 0.0157	Nke nziza 0.0122	Nke mbi -0.0358
Answer 47	-	Nke nziza 0.0328	Nke mbi -0.0089	Nke mbi -0.0164	Nke nziza 0.0286	Nke mbi -0.0030	Nke nziza 0.0099	Nke mbi -0.0338
Answer 48	-	Nke nziza 0.0302	Nke nziza 0.0202	Nke nziza 0.0039	Nke nziza 0.0012	Nke nziza 0.0031	Nke mbi -0.0456	Nke mbi -0.0025
Answer 49	-	Nke nziza 0.0401	Nke nziza 0.0115	Nke mbi -0.0238	Nke mbi -0.0321	Nke nziza 0.0230	Nke mbi -0.0149	Nke nziza 0.0080
2) Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 50	-	Nke mbi -0.0500	Nke mbi -0.0120	Nke nziza 0.0106	Nke nziza 0.0646	Nke mbi -0.0367	Nke mbi -0.0990	Nke nziza 0.0860
Answer 51	-	Nke mbi -0.0078	Nke mbi -0.0139	Nke nziza 0.0022	Nke mbi -0.0176	Nke nziza 0.0045	Nke nziza 0.0312	Nke mbi -0.0014
Answer 52	-	Nke nziza 0.0272	Nke mbi -0.0488	Nke mbi -0.0057	Nke mbi -0.0196	Nke mbi -0.0018	Nke nziza 0.0864	Nke mbi -0.0345
Answer 53	-	Nke nziza 0.0073	Nke mbi -0.0027	Nke mbi -0.0129	Nke mbi -0.0111	Nke mbi -0.0008	Nke mbi -0.0150	Nke nziza 0.0297
Answer 54	-	Nke nziza 0.0194	Nke nziza 0.0422	Nke nziza 0.0108	Nke mbi -0.0109	Nke nziza 0.0150	Nke mbi -0.0017	Nke mbi -0.0478
Answer 55	-	Nke nziza 0.0418	Nke nziza 0.0105	Nke mbi -0.0117	Nke mbi -0.0100	Nke nziza 0.0639	Nke nziza 0.0060	Nke mbi -0.0775
Answer 56	-	Nke nziza 0.0075	Nke nziza 0.1159	Nke mbi -0.0016	Nke mbi -0.0374	Nke mbi -0.0113	Nke nziza 0.0108	Nke mbi -0.0386
Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 57	-	Nke nziza 0.0710	Nke nziza 0.0923	Nke nziza 0.0526	Nke mbi -0.0886	Nke nziza 0.0028	Nke mbi -0.0403	Nke mbi -0.0294
Answer 58	-	Nke nziza 0.0624	Nke nziza 0.0345	Nke mbi -0.0413	Nke mbi -0.0221	Nke nziza 0.0119	Nke nziza 0.0737	Nke mbi -0.0797
Answer 59	-	Nke mbi -0.0115	Nke mbi -0.0269	Nke nziza 0.0193	Nke mbi -0.0012	Nke mbi -0.0016	Nke nziza 0.0168	Nke mbi -0.0010
Answer 60	-	Nke nziza 0.0057	Nke mbi -0.0315	Nke mbi -0.0004	Nke mbi -0.0010	Nke nziza 0.0055	Nke nziza 0.0043	Nke nziza 0.0069
Answer 61	-	Nke mbi -0.0020	Nke nziza 0.0224	Nke nziza 0.0037	Nke nziza 0.0164	Nke mbi -0.0120	Nke mbi -0.0197	Nke mbi -0.0029
Answer 62	-	Nke mbi -0.0528	Nke mbi -0.0812	Nke nziza 0.0097	Nke nziza 0.0043	Nke nziza 0.0055	Nke nziza 0.0111	Nke nziza 0.0587
Answer 63	-	Nke mbi -0.0542	Nke nziza 0.0091	Nke mbi -0.0292	Nke nziza 0.0724	Nke mbi -0.0119	Nke mbi -0.0599	Nke nziza 0.0428
Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 64	-	Nke nziza 0.0663	Nke nziza 0.1029	Nke nziza 0.0271	Nke mbi -0.0839	Nke nziza 0.0099	Nke mbi -0.0374	Nke mbi -0.0249
Answer 65	-	Nke nziza 0.0126	Nke nziza 0.0666	Nke mbi -0.0051	Nke mbi -0.0439	Nke nziza 0.0190	Nke nziza 0.0181	Nke mbi -0.0377
Answer 66	-	Nke nziza 0.0540	Nke mbi -0.0422	Nke mbi -0.0003	Nke mbi -0.0152	Nke nziza 0.0149	Nke nziza 0.0190	Nke mbi -0.0202
Answer 67	-	Nke nziza 0.0094	Nke nziza 0.0422	Nke mbi -0.0087	Nke mbi -0.0163	Nke mbi -0.0408	Nke nziza 0.0362	Nke mbi -0.0010
Answer 68	-	Nke mbi -0.0566	Nke mbi -0.0384	Nke mbi -0.0096	Nke nziza 0.0661	Nke nziza 0.0034	Nke nziza 0.0218	Nke mbi -0.0175
Answer 69	-	Nke mbi -0.0382	Nke mbi -0.0591	Nke nziza 0.0442	Nke nziza 0.0059	Nke mbi -0.0210	Nke mbi -0.0146	Nke nziza 0.0501
Answer 70	-	Nke mbi -0.0442	Nke mbi -0.0398	Nke mbi -0.0431	Nke nziza 0.0746	Nke nziza 0.0126	Nke mbi -0.0482	Nke nziza 0.0438
Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 71	-	Nke nziza 0.0125	Nke mbi -0.0488	Nke nziza 0.0011	Nke mbi -0.0192	Nke nziza 0.0207	Nke mbi -0.0440	Nke nziza 0.0570
Answer 72	-	Nke mbi -0.0340	Nke mbi -0.0633	Nke nziza 0.0157	Nke nziza 0.0543	Nke mbi -0.0050	Nke mbi -0.0419	Nke nziza 0.0364
Answer 73	-	Nke nziza 0.0069	Nke nziza 0.0138	Nke mbi -0.0095	Nke mbi -0.0110	Nke nziza 0.0097	Nke nziza 0.0238	Nke mbi -0.0244
Answer 74	-	Nke nziza 0.0399	Nke nziza 0.0437	Nke mbi -0.0170	Nke mbi -0.0227	Nke mbi -0.0369	Nke nziza 0.0318	Nke mbi -0.0068
Answer 75	-	Nke mbi -0.0247	Nke nziza 0.0205	Nke mbi -0.0135	Nke nziza 0.0056	Nke nziza 0.0069	Nke nziza 0.0515	Nke mbi -0.0407
Answer 76	-	Nke nziza 0.0080	Nke nziza 0.0710	Nke mbi -0.0084	Nke mbi -0.0072	Nke mbi -0.0057	Nke nziza 0.0274	Nke mbi -0.0532
Answer 77	-	Nke nziza 0.0120	Nke nziza 0.0454	Nke nziza 0.0350	Nke mbi -0.0374	Nke mbi -0.0008	Nke mbi -0.0119	Nke mbi -0.0204
Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 78	-	Nke nziza 0.0386	Nke nziza 0.0457	Nke nziza 0.0468	Nke mbi -0.0797	Nke mbi -0.0619	Nke mbi -0.0241	Nke nziza 0.0622
Answer 79	-	Nke nziza 0.0091	Nke nziza 0.0547	Nke nziza 0.0053	Nke mbi -0.0481	Nke mbi -0.0302	Nke nziza 0.0214	Nke nziza 0.0107
Answer 80	-	Nke nziza 0.0226	Nke mbi -0.0314	Nke nziza 0.0173	Nke mbi -0.0783	Nke nziza 0.0250	Nke nziza 0.0024	Nke nziza 0.0429
Answer 81	-	Nke mbi -0.0179	Nke nziza 0.0034	Nke nziza 0.0060	Nke mbi -0.0376	Nke mbi -0.0082	Nke nziza 0.0403	Nke nziza 0.0149
Answer 82	-	Nke mbi -0.0326	Nke mbi -0.0148	Nke nziza 0.0169	Nke mbi -0.0072	Nke nziza 0.0065	Nke nziza 0.0144	Nke nziza 0.0033
Answer 83	-	Nke mbi -0.0167	Nke mbi -0.0574	Nke mbi -0.0564	Nke nziza 0.0422	Nke nziza 0.0352	Nke nziza 0.0666	Nke mbi -0.0344
Answer 84	-	Nke nziza 0.0010	Nke nziza 0.0116	Nke mbi -0.0147	Nke nziza 0.1530	Nke nziza 0.0147	Nke mbi -0.1071	Nke mbi -0.0680
Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 85	-	Nke mbi -0.0339	Nke nziza 0.0081	Nke nziza 0.0002	Nke nziza 0.1093	Nke nziza 0.0033	Nke mbi -0.1199	Nke nziza 0.0066
Answer 86	-	Nke mbi -0.0269	Nke mbi -0.0569	Nke nziza 0.0296	Nke mbi -0.0140	Nke mbi -0.0256	Nke nziza 0.0651	Nke nziza 0.0102
Answer 87	-	Nke nziza 0.0022	Nke mbi -0.0033	Nke mbi -0.0288	Nke mbi -0.0466	Nke nziza 0.0175	Nke nziza 0.0599	Nke nziza 0.0068
Answer 88	-	Nke nziza 0.0469	Nke nziza 0.0097	Nke mbi -0.0280	Nke mbi -0.0660	Nke nziza 0.0122	Nke nziza 0.0185	Nke nziza 0.0241
Answer 89	-	Nke nziza 0.0496	Nke nziza 0.0195	Nke nziza 0.0408	Nke nziza 0.0078	Nke mbi -0.0403	Nke mbi -0.0094	Nke mbi -0.0401
Answer 90	-	Nke nziza 0.0455	Nke nziza 0.0405	Nke mbi -0.0225	Nke mbi -0.0312	Nke nziza 0.0260	Nke nziza 8.60E-5	Nke mbi -0.0301
Answer 91	-	Nke mbi -0.0355	Nke nziza 0.0531	Nke mbi -0.0097	Nke mbi -0.0411	Nke nziza 0.0319	Nke nziza 0.0114	Nke mbi -0.0030
Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 92	-	Nke nziza 0.0554	Nke nziza 0.0623	Nke nziza 0.0137	Nke mbi -0.0987	Nke nziza 0.0226	Nke nziza 0.0317	Nke mbi -0.0355
Answer 93	-	Nke nziza 0.0089	Nke nziza 0.0477	Nke nziza 0.0061	Nke mbi -0.0378	Nke mbi -0.0174	Nke mbi -0.0001	Nke nziza 0.0099
Answer 94	-	Nke nziza 0.0347	Nke mbi -0.0192	Nke mbi -0.0094	Nke mbi -0.0295	Nke nziza 0.0044	Nke nziza 0.0440	Nke mbi -0.0133
Answer 95	-	Nke mbi -0.0200	Nke mbi -0.0185	Nke nziza 0.0278	Nke nziza 0.0086	Nke mbi -0.0162	Nke nziza 0.0157	Nke mbi -0.0080
Answer 96	-	Nke mbi -0.0005	Nke mbi -0.0306	Nke mbi -0.0065	Nke nziza 0.0026	Nke mbi -0.0089	Nke nziza 0.0386	Nke nziza 0.0032
Answer 97	-	Nke mbi -0.0452	Nke mbi -0.0325	Nke mbi -0.0032	Nke nziza 0.0415	Nke nziza 0.0046	Nke mbi -0.0234	Nke nziza 0.0267
Answer 98	-	Nke mbi -0.0286	Nke mbi -0.0031	Nke mbi -0.0206	Nke nziza 0.0954	Nke nziza 0.0099	Nke mbi -0.0923	Nke nziza 0.0109
3) Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 99	-	Nke mbi -0.0449	Nke mbi -0.1273	Nke mbi -0.0005	Nke mbi -0.0052	Nke mbi -0.0369	Nke mbi -0.0189	Nke nziza 0.1650
Answer 100	-	Nke mbi -0.0245	Nke nziza 0.0652	Nke mbi -0.0026	Nke nziza 0.0476	Nke nziza 0.0297	Nke nziza 0.0235	Nke mbi -0.1187
Answer 101	-	Nke nziza 0.0831	Nke nziza 0.0480	Nke mbi -0.0133	Nke mbi -0.0154	Nke nziza 0.0409	Nke nziza 0.0101	Nke mbi -0.1009
Answer 102	-	Nke nziza 0.0431	Nke nziza 0.0646	Nke mbi -0.0080	Nke mbi -0.0386	Nke mbi -0.0020	Nke mbi -0.0072	Nke mbi -0.0174
Answer 103	-	Nke nziza 0.0066	Nke nziza 0.0678	Nke nziza 0.0212	Nke mbi -0.0137	Nke mbi -0.0204	Nke nziza 0.0139	Nke mbi -0.0455
Answer 104	-	Nke nziza 0.0171	Nke nziza 0.0122	Nke mbi -0.0014	Nke mbi -0.0144	Nke nziza 0.0154	Nke nziza 0.0173	Nke mbi -0.0335
Answer 105	-	Nke nziza 0.0246	Nke nziza 0.0437	Nke nziza 0.0340	Nke mbi -0.0374	Nke mbi -0.0220	Nke mbi -0.0338	Nke nziza 0.0170
Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 106	-	Nke mbi -0.0056	Nke nziza 0.0025	Nke nziza 0.0122	Nke nziza 0.0207	Nke mbi -0.0175	Nke mbi -0.0168	Nke nziza 0.0007
Answer 107	-	Nke nziza 0.0243	Nke nziza 0.0310	Nke mbi -0.0044	Nke nziza 0.0156	Nke nziza 0.0249	Nke mbi -0.0386	Nke mbi -0.0375
Answer 108	-	Nke nziza 0.0217	Nke nziza 0.1142	Nke mbi -0.0273	Nke mbi -0.0279	Nke nziza 0.0133	Nke mbi -0.0017	Nke mbi -0.0480
Answer 109	-	Nke nziza 0.1146	Nke nziza 0.0263	Nke mbi -0.0510	Nke mbi -0.0207	Nke nziza 0.0027	Nke nziza 0.0012	Nke mbi -0.0265
Answer 110	-	Nke nziza 0.0397	Nke nziza 0.0801	Nke mbi -0.0016	Nke nziza 0.0199	Nke mbi -0.0045	Nke nziza 0.0282	Nke mbi -0.1158
Answer 111	-	Nke mbi -0.0078	Nke nziza 0.0405	Nke mbi -0.0203	Nke nziza 0.0154	Nke nziza 0.0200	Nke nziza 0.0912	Nke mbi -0.1137
Answer 112	-	Nke mbi -0.0738	Nke mbi -0.1272	Nke nziza 0.0401	Nke mbi -0.0198	Nke mbi -0.0176	Nke mbi -0.0528	Nke nziza 0.1745
Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 113	-	Nke nziza 0.0608	Nke nziza 0.0594	Nke nziza 0.0258	Nke mbi -0.0401	Nke mbi -0.0089	Nke mbi -0.0338	Nke mbi -0.0194
Answer 114	-	Nke nziza 0.0284	Nke nziza 0.0622	Nke nziza 0.0345	Nke mbi -0.0464	Nke mbi -0.0202	Nke mbi -0.0305	Nke nziza 0.0044
Answer 115	-	Nke nziza 0.0162	Nke nziza 0.0929	Nke mbi -0.0023	Nke mbi -0.0247	Nke nziza 0.0161	Nke nziza 0.0261	Nke mbi -0.0812
Answer 116	-	Nke nziza 0.0991	Nke nziza 0.0262	Nke mbi -0.0169	Nke mbi -0.0176	Nke nziza 0.0166	Nke mbi -0.0361	Nke mbi -0.0352
Answer 117	-	Nke nziza 0.0851	Nke nziza 0.0598	Nke mbi -0.0338	Nke mbi -0.0221	Nke nziza 0.0226	Nke nziza 0.0155	Nke mbi -0.0778
Answer 118	-	Nke mbi -0.0052	Nke mbi -0.0332	Nke mbi -0.0206	Nke mbi -0.0598	Nke nziza 0.0301	Nke nziza 0.0733	Nke nziza 0.0094
Answer 119	-	Nke mbi -0.1244	Nke mbi -0.1027	Nke nziza 0.0189	Nke nziza 0.1048	Nke mbi -0.0376	Nke mbi -0.0319	Nke nziza 0.0894
Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 120	-	Nke mbi -0.0529	Nke mbi -0.0664	Nke mbi -0.0210	Nke mbi -0.0257	Nke mbi -0.0118	Nke mbi -0.0089	Nke nziza 0.1384
Answer 121	-	Nke mbi -0.0169	Nke nziza 0.0201	Nke mbi -0.0161	Nke nziza 0.0534	Nke nziza 0.0016	Nke nziza 0.0209	Nke mbi -0.0581
Answer 122	-	Nke nziza 0.0270	Nke nziza 0.0170	Nke mbi -0.0122	Nke nziza 0.0064	Nke nziza 0.0727	Nke nziza 0.0203	Nke mbi -0.1123
Answer 123	-	Nke nziza 0.0656	Nke nziza 0.0494	Nke mbi -0.0015	Nke nziza 0.0013	Nke mbi -0.0279	Nke mbi -0.0255	Nke mbi -0.0261
Answer 124	-	Nke nziza 0.0326	Nke nziza 0.0356	Nke nziza 0.0439	Nke mbi -0.0374	Nke mbi -0.0025	Nke mbi -0.0101	Nke mbi -0.0325
Answer 125	-	Nke nziza 0.0131	Nke nziza 0.0616	Nke nziza 0.0727	Nke mbi -0.0175	Nke mbi -0.0657	Nke nziza 0.0373	Nke mbi -0.0636
Answer 126	-	Nke nziza 0.0726	Nke mbi -0.0042	Nke nziza 0.0648	Nke mbi -0.0518	Nke mbi -0.0053	Nke mbi -0.0653	Nke nziza 0.0115
Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 127	-	Nke nziza 0.0518	Nke nziza 0.1047	Nke nziza 0.0533	Nke mbi -0.0472	Nke mbi -0.0202	Nke mbi -0.0193	Nke mbi -0.0619
Answer 128	-	Nke nziza 0.0190	Nke nziza 0.0222	Nke nziza 0.0318	Nke nziza 0.0072	Nke mbi -0.0159	Nke mbi -0.0355	Nke mbi -0.0168
Answer 129	-	Nke nziza 0.0502	Nke nziza 0.0595	Nke nziza 0.0034	Nke nziza 0.0224	Nke nziza 0.0359	Nke nziza 0.0230	Nke mbi -0.1514
Answer 130	-	Nke nziza 0.0205	Nke nziza 0.0180	Nke mbi -0.0209	Nke mbi -0.0413	Nke nziza 0.0120	Nke nziza 0.0376	Nke mbi -0.0050
Answer 131	-	Nke nziza 0.0563	Nke nziza 0.0090	Nke mbi -0.0509	Nke mbi -0.0009	Nke nziza 0.0047	Nke nziza 0.0528	Nke mbi -0.0460
Answer 132	-	Nke mbi -0.0410	Nke mbi -0.0755	Nke nziza 0.0166	Nke mbi -0.0035	Nke nziza 0.0162	Nke nziza 0.0087	Nke nziza 0.0394
Answer 133	-	Nke mbi -0.0939	Nke mbi -0.0671	Nke mbi -0.0202	Nke nziza 0.0355	Nke mbi -0.0330	Nke mbi -0.0528	Nke nziza 0.1616
Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 134	-	Nke nziza 0.0230	Nke nziza 0.0328	Nke nziza 0.0066	Nke mbi -0.0270	Nke mbi -0.0036	Nke mbi -0.0039	Nke mbi -0.0065
Answer 135	-	Nke nziza 0.0503	Nke nziza 0.0904	Nke nziza 0.0023	Nke mbi -0.0169	Nke nziza 0.0170	Nke mbi -0.0327	Nke mbi -0.0668
Answer 136	-	Nke nziza 0.0249	Nke nziza 0.0400	Nke mbi -1.57E-5	Nke nziza 0.0203	Nke mbi -0.0207	Nke nziza 0.0243	Nke mbi -0.0643
Answer 137	-	Nke nziza 0.0626	Nke nziza 0.0431	Nke mbi -0.0179	Nke mbi -0.0254	Nke mbi -0.0109	Nke mbi -0.0053	Nke mbi -0.0125
Answer 138	-	Nke nziza 0.0308	Nke nziza 0.0103	Nke nziza 0.0125	Nke mbi -0.0087	Nke mbi -0.0463	Nke nziza 0.0391	Nke mbi -0.0157
Answer 139	-	Nke mbi -0.0626	Nke mbi -0.0327	Nke mbi -0.0579	Nke nziza 0.0307	Nke nziza 0.0673	Nke nziza 0.1018	Nke mbi -0.0686
Answer 140	-	Nke mbi -0.0431	Nke mbi -0.0749	Nke nziza 0.0402	Nke nziza 0.0061	Nke mbi -0.0184	Nke mbi -0.0859	Nke nziza 0.1249
Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 141	-	Nke mbi -0.0752	Nke mbi -0.0799	Nke nziza 0.0452	Nke mbi -0.0365	Nke mbi -0.0249	Nke mbi -0.0454	Nke nziza 0.1589
Answer 142	-	Nke nziza 0.0060	Nke mbi -0.0114	Nke mbi -0.0118	Nke nziza 0.0125	Nke nziza 0.0181	Nke nziza 0.0237	Nke mbi -0.0404
Answer 143	-	Nke nziza 0.0412	Nke nziza 0.0680	Nke mbi -0.0451	Nke nziza 0.0656	Nke mbi -0.0138	Nke nziza 0.0458	Nke mbi -0.1185
Answer 144	-	Nke nziza 0.0468	Nke nziza 0.0304	Nke mbi -0.0136	Nke nziza 0.0025	Nke nziza 0.0005	Nke nziza 0.0033	Nke mbi -0.0417
Answer 145	-	Nke nziza 0.0269	Nke nziza 0.0154	Nke nziza 0.0143	Nke nziza 0.0276	Nke nziza 0.0142	Nke nziza 0.0116	Nke mbi -0.0901
Answer 146	-	Nke nziza 0.0154	Nke nziza 0.0753	Nke mbi -0.0307	Nke mbi -0.0466	Nke nziza 0.0563	Nke mbi -0.0022	Nke mbi -0.0366
Answer 147	-	Nke nziza 0.0582	Nke nziza 0.0439	Nke nziza 0.0058	Nke mbi -0.0224	Nke mbi -0.0145	Nke mbi -0.0186	Nke mbi -0.0160
4) Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 148	-	Nke nziza 0.0280	Nke mbi -0.0841	Nke mbi -0.0085	Nke mbi -0.0002	Nke nziza 0.0279	Nke mbi -0.0645	Nke nziza 0.0730
Answer 149	-	Nke mbi -0.0731	Nke mbi -0.0687	Nke mbi -0.0273	Nke mbi -0.0110	Nke nziza 0.0674	Nke nziza 0.0284	Nke nziza 0.0340
Answer 150	-	Nke mbi -0.0395	Nke nziza 0.0620	Nke mbi -0.0084	Nke nziza 0.0282	Nke mbi -0.0042	Nke nziza 0.0436	Nke mbi -0.0684
Answer 151	-	Nke nziza 0.0870	Nke nziza 0.0630	Nke mbi -0.0314	Nke nziza 0.0031	Nke mbi -0.0585	Nke nziza 0.0192	Nke mbi -0.0319
Answer 152	-	Nke nziza 0.0236	Nke nziza 0.0834	Nke nziza 0.0668	Nke mbi -0.0180	Nke mbi -0.0598	Nke nziza 0.0217	Nke mbi -0.0685
Answer 153	-	Nke nziza 0.0481	Nke nziza 0.0543	Nke nziza 0.0768	Nke mbi -0.0170	Nke mbi -0.0896	Nke mbi -0.0188	Nke mbi -0.0121
Answer 154	-	Nke nziza 0.0121	Nke nziza 0.1070	Nke nziza 0.0434	Nke nziza 0.0038	Nke mbi -0.0455	Nke mbi -0.0319	Nke mbi -0.0444
Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 155	-	Nke nziza 0.0270	Nke mbi -0.0425	Nke nziza 0.0447	Nke nziza 0.0103	Nke nziza 0.0341	Nke mbi -0.1014	Nke nziza 0.0165
Answer 156	-	Nke mbi -0.0322	Nke mbi -0.0553	Nke mbi -0.0484	Nke mbi -0.0001	Nke nziza 0.0480	Nke nziza 0.0170	Nke nziza 0.0340
Answer 157	-	Nke nziza 0.0187	Nke mbi -0.0251	Nke mbi -0.0439	Nke mbi -0.0082	Nke nziza 0.0187	Nke nziza 0.0578	Nke mbi -0.0177
Answer 158	-	Nke mbi -0.0055	Nke nziza 0.0444	Nke nziza 0.0089	Nke mbi -0.0154	Nke mbi -0.0561	Nke nziza 0.0362	Nke nziza 0.0044
Answer 159	-	Nke nziza 0.0196	Nke nziza 0.0650	Nke nziza 0.0242	Nke mbi -0.0064	Nke mbi -0.0250	Nke nziza 0.0240	Nke mbi -0.0622
Answer 160	-	Nke mbi -0.0150	Nke nziza 0.0992	Nke nziza 0.0380	Nke nziza 0.0260	Nke mbi -0.0933	Nke mbi -0.0050	Nke mbi -0.0149
Answer 161	-	Nke mbi -0.0304	Nke nziza 0.0556	Nke nziza 0.0293	Nke mbi -0.0022	Nke mbi -0.0334	Nke nziza 0.0001	Nke mbi -0.0069
Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 162	-	Nke nziza 0.0453	Nke nziza 0.0846	Nke nziza 0.0303	Nke mbi -0.0058	Nke mbi -0.0457	Nke mbi -0.0468	Nke mbi -0.0197
Answer 163	-	Nke nziza 0.0140	Nke nziza 0.1073	Nke nziza 0.0259	Nke nziza 0.0103	Nke mbi -0.0594	Nke mbi -0.0068	Nke mbi -0.0501
Answer 164	-	Nke mbi -0.0113	Nke nziza 0.0110	Nke nziza 0.0010	Nke nziza 0.0192	Nke nziza 0.0292	Nke nziza 0.0132	Nke mbi -0.0584
Answer 165	-	Nke nziza 0.0378	Nke mbi -0.0071	Nke nziza 0.0102	Nke mbi -0.0493	Nke mbi -0.0066	Nke nziza 0.0020	Nke nziza 0.0267
Answer 166	-	Nke mbi -0.0095	Nke nziza 0.0022	Nke mbi -0.0205	Nke mbi -0.0068	Nke nziza 0.0247	Nke nziza 0.0519	Nke mbi -0.0375
Answer 167	-	Nke nziza 0.0042	Nke mbi -0.0542	Nke nziza 0.0118	Nke mbi -0.0419	Nke nziza 0.0160	Nke nziza 0.0281	Nke nziza 0.0236
Answer 168	-	Nke mbi -0.0547	Nke mbi -0.0985	Nke mbi -0.0441	Nke nziza 0.0544	Nke nziza 0.0285	Nke mbi -0.0340	Nke nziza 0.0837
Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 169	-	Nke nziza 0.0215	Nke nziza 0.0940	Nke nziza 0.0239	Nke mbi -0.0831	Nke mbi -0.0073	Nke mbi -0.0209	Nke nziza 0.0111
Answer 170	-	Nke nziza 0.0163	Nke mbi -0.0081	Nke nziza 0.0165	Nke mbi -0.0749	Nke nziza 0.0124	Nke mbi -0.0064	Nke nziza 0.0457
Answer 171	-	Nke nziza 0.0385	Nke nziza 0.0345	Nke mbi -0.0031	Nke mbi -0.0834	Nke nziza 0.0197	Nke nziza 0.0398	Nke mbi -0.0153
Answer 172	-	Nke nziza 0.0683	Nke mbi -0.0090	Nke nziza 0.0113	Nke mbi -0.0571	Nke nziza 0.0008	Nke mbi -0.0020	Nke nziza 0.0113
Answer 173	-	Nke mbi -0.0047	Nke mbi -0.0212	Nke mbi -0.0292	Nke nziza 0.0240	Nke nziza 0.0156	Nke nziza 0.0262	Nke mbi -0.0174
Answer 174	-	Nke nziza 0.0156	Nke mbi -0.0255	Nke mbi -0.0057	Nke nziza 0.0042	Nke mbi -0.0245	Nke nziza 0.0521	Nke mbi -0.0127
Answer 175	-	Nke mbi -0.1004	Nke mbi -0.0282	Nke mbi -0.0065	Nke nziza 0.1648	Nke mbi -0.0060	Nke mbi -0.0677	Nke mbi -0.0115
Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 176	-	Nke mbi -0.0081	Nke mbi -0.0579	Nke mbi -0.0091	Nke nziza 0.0296	Nke nziza 0.0563	Nke mbi -0.0367	Nke mbi -0.0012
Answer 177	-	Nke mbi -0.0105	Nke mbi -0.0321	Nke nziza 0.0066	Nke nziza 0.0096	Nke mbi -0.0051	Nke nziza 0.0245	Nke mbi -0.0042
Answer 178	-	Nke mbi -0.0062	Nke nziza 0.0372	Nke mbi -0.0095	Nke mbi -0.0259	Nke mbi -0.0312	Nke nziza 0.0605	Nke mbi -0.0080
Answer 179	-	Nke nziza 0.0326	Nke nziza 0.0451	Nke nziza 0.0054	Nke mbi -0.0066	Nke mbi -0.0469	Nke mbi -0.0118	Nke nziza 0.0085
Answer 180	-	Nke nziza 0.0202	Nke mbi -0.0040	Nke mbi -0.0255	Nke mbi -0.0371	Nke nziza 0.0252	Nke nziza 0.0038	Nke nziza 0.0190
Answer 181	-	Nke mbi -0.0203	Nke nziza 0.1007	Nke nziza 0.0118	Nke nziza 0.0321	Nke nziza 0.0016	Nke mbi -0.0560	Nke mbi -0.0497
Answer 182	-	Nke nziza 0.0162	Nke nziza 0.0346	Nke nziza 0.0347	Nke mbi -0.0585	Nke mbi -0.0591	Nke nziza 0.0038	Nke nziza 0.0512
Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 183	-	Nke nziza 0.0578	Nke nziza 0.0792	Nke nziza 0.0086	Nke mbi -0.0346	Nke nziza 0.0347	Nke mbi -0.0497	Nke mbi -0.0531
Answer 184	-	Nke nziza 0.0124	Nke nziza 0.0093	Nke nziza 0.0224	Nke mbi -0.0548	Nke mbi -0.0056	Nke nziza 0.0528	Nke mbi -0.0205
Answer 185	-	Nke nziza 0.0250	Nke mbi -0.0312	Nke mbi -0.0488	Nke nziza 0.0140	Nke mbi -0.0288	Nke nziza 0.0748	Nke nziza 0.0009
Answer 186	-	Nke nziza 0.0088	Nke nziza 0.0363	Nke nziza 0.0013	Nke mbi -0.0267	Nke mbi -0.0393	Nke nziza 0.0071	Nke nziza 0.0272
Answer 187	-	Nke nziza 0.0097	Nke mbi -0.0070	Nke nziza 0.0111	Nke mbi -0.0294	Nke nziza 0.0057	Nke nziza 0.0694	Nke mbi -0.0460
Answer 188	-	Nke mbi -0.0056	Nke mbi -0.0291	Nke nziza 0.0120	Nke nziza 0.0015	Nke nziza 0.0422	Nke mbi -0.0277	Nke mbi -0.0073
Answer 189	-	Nke mbi -0.0764	Nke mbi -0.0388	Nke mbi -0.0037	Nke nziza 0.0874	Nke mbi -0.0118	Nke mbi -0.0763	Nke nziza 0.0664
Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 190	-	Nke nziza 0.0126	Nke mbi -0.0510	Nke mbi -0.0348	Nke nziza 0.0233	Nke nziza 0.0706	Nke mbi -0.0606	Nke nziza 0.0147
Answer 191	-	Nke mbi -0.0378	Nke mbi -0.0321	Nke nziza 0.0052	Nke nziza 0.0014	Nke mbi -0.0060	Nke nziza 0.0712	Nke mbi -0.0143
Answer 192	-	Nke mbi -0.0269	Nke nziza 0.0208	Nke nziza 0.0342	Nke mbi -0.0007	Nke mbi -0.0468	Nke nziza 0.0326	Nke mbi -0.0099
Answer 193	-	Nke nziza 0.0608	Nke nziza 0.0784	Nke nziza 0.0035	Nke mbi -0.0195	Nke mbi -0.0577	Nke mbi -0.0099	Nke mbi -0.0105
Answer 194	-	Nke nziza 0.0106	Nke nziza 0.0400	Nke mbi -0.0259	Nke mbi -0.0193	Nke mbi -0.0090	Nke nziza 0.0385	Nke mbi -0.0138
Answer 195	-	Nke nziza 0.0051	Nke nziza 0.0353	Nke nziza 0.0167	Nke nziza 0.0122	Nke mbi -0.0181	Nke mbi -0.0582	Nke nziza 0.0162
Answer 196	-	Nke nziza 0.0084	Nke nziza 0.0272	Nke nziza 0.0504	Nke mbi -0.0517	Nke mbi -0.0163	Nke mbi -0.0331	Nke nziza 0.0293
5) Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 197	-	Nke mbi -0.0467	Nke mbi -0.0296	Nke nziza 0.0265	Nke nziza 0.1781	Nke mbi -0.0516	Nke mbi -0.1266	Nke nziza 0.0067
Answer 198	-	Nke mbi -0.0053	Nke mbi -0.0143	Nke mbi -0.0253	Nke mbi -0.0384	Nke nziza 0.0117	Nke nziza 0.0665	Nke nziza 0.0077
Answer 199	-	Nke nziza 0.0127	Nke mbi -0.0321	Nke nziza 0.0102	Nke mbi -0.1104	Nke nziza 0.0799	Nke nziza 0.0540	Nke mbi -0.0129
Answer 200	-	Nke nziza 0.0699	Nke nziza 0.0688	Nke mbi -0.0307	Nke mbi -0.0876	Nke mbi -0.0170	Nke nziza 0.0296	Nke nziza 0.0156
Answer 201	-	Nke nziza 0.0167	Nke nziza 0.0004	Nke nziza 0.0134	Nke mbi -0.0479	Nke mbi -0.0183	Nke nziza 0.0417	Nke nziza 0.0035
Answer 202	-	Nke mbi -0.0081	Nke nziza 0.0172	Nke mbi -0.0154	Nke mbi -0.0137	Nke nziza 0.0313	Nke nziza 0.0156	Nke mbi -0.0192
Answer 203	-	Nke nziza 0.0332	Nke nziza 0.1224	Nke nziza 0.0139	Nke mbi -0.0562	Nke mbi -0.0210	Nke nziza 0.0035	Nke mbi -0.0394
Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 204	-	Nke nziza 0.0805	Nke nziza 0.0631	Nke mbi -0.0221	Nke mbi -0.1210	Nke nziza 0.0231	Nke mbi -0.0011	Nke nziza 0.0275
Answer 205	-	Nke nziza 0.0562	Nke nziza 0.0437	Nke mbi -0.0198	Nke mbi -0.1525	Nke nziza 0.0141	Nke nziza 0.0011	Nke nziza 0.0897
Answer 206	-	Nke mbi -0.0049	Nke mbi -0.0330	Nke nziza 0.0032	Nke mbi -0.0701	Nke nziza 0.0339	Nke nziza 0.0355	Nke nziza 0.0257
Answer 207	-	Nke nziza 0.0132	Nke nziza 0.0141	Nke mbi -0.0199	Nke mbi -0.0299	Nke mbi -0.0185	Nke nziza 0.0163	Nke nziza 0.0346
Answer 208	-	Nke nziza 0.0031	Nke mbi -0.0089	Nke mbi -0.0125	Nke nziza 0.0144	Nke nziza 0.0095	Nke nziza 0.0442	Nke mbi -0.0480
Answer 209	-	Nke mbi -0.0423	Nke mbi -0.0763	Nke nziza 0.0045	Nke nziza 0.0430	Nke nziza 0.0047	Nke nziza 0.0371	Nke mbi -0.0058
Answer 210	-	Nke mbi -0.0465	Nke nziza 0.0269	Nke nziza 0.0389	Nke nziza 0.1766	Nke mbi -0.0432	Nke mbi -0.0989	Nke mbi -0.0702
Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 211	-	Nke mbi -0.0383	Nke mbi -0.0451	Nke nziza 0.0722	Nke nziza 0.1003	Nke mbi -0.0453	Nke mbi -0.1296	Nke nziza 0.0439
Answer 212	-	Nke mbi -0.0456	Nke mbi -0.0218	Nke mbi -0.0093	Nke nziza 0.0210	Nke mbi -0.0167	Nke nziza 0.0444	Nke nziza 0.0096
Answer 213	-	Nke nziza 0.0278	Nke mbi -0.0028	Nke mbi -0.0320	Nke mbi -0.0834	Nke nziza 0.0461	Nke nziza 0.0452	Nke nziza 0.0105
Answer 214	-	Nke nziza 0.0430	Nke nziza 0.0684	Nke mbi -0.0677	Nke mbi -0.0191	Nke nziza 0.0071	Nke mbi -0.0024	Nke nziza 0.0027
Answer 215	-	Nke nziza 0.0492	Nke nziza 0.0331	Nke mbi -0.0023	Nke mbi -0.0416	Nke nziza 0.0232	Nke nziza 0.0474	Nke mbi -0.0725
Answer 216	-	Nke nziza 0.0163	Nke nziza 0.0146	Nke mbi -0.0049	Nke mbi -0.0150	Nke nziza 0.0173	Nke nziza 0.0483	Nke mbi -0.0552
Answer 217	-	Nke nziza 0.0274	Nke nziza 0.0290	Nke mbi -0.0075	Nke mbi -0.0719	Nke nziza 0.0207	Nke nziza 0.0508	Nke mbi -0.0222
Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 218	-	Nke mbi -0.0622	Nke mbi -0.0469	Nke nziza 0.0810	Nke nziza 0.1238	Nke mbi -0.0412	Nke mbi -0.0771	Nke mbi -0.0187
Answer 219	-	Nke mbi -0.0216	Nke nziza 0.0197	Nke mbi -0.0364	Nke mbi -0.0179	Nke mbi -0.0139	Nke nziza 0.0242	Nke nziza 0.0438
Answer 220	-	Nke mbi -0.0073	Nke nziza 0.0001	Nke mbi -0.0039	Nke nziza 0.0090	Nke nziza 0.0022	Nke nziza 0.0313	Nke mbi -0.0265
Answer 221	-	Nke nziza 0.0607	Nke nziza 0.0308	Nke mbi -0.0385	Nke mbi -0.0764	Nke nziza 0.0395	Nke mbi -0.0008	Nke nziza 0.0118
Answer 222	-	Nke nziza 0.0407	Nke nziza 0.0040	Nke nziza 0.0126	Nke mbi -0.1011	Nke nziza 0.0312	Nke nziza 0.0610	Nke mbi -0.0256
Answer 223	-	Nke nziza 0.0220	Nke mbi -0.0242	Nke mbi -0.0359	Nke nziza 0.0032	Nke nziza 0.0278	Nke nziza 0.0139	Nke mbi -0.0072
Answer 224	-	Nke nziza 0.0339	Nke nziza 0.0448	Nke mbi -0.0280	Nke mbi -0.0308	Nke mbi -0.0085	Nke mbi -0.0042	Nke nziza 0.0181
Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 225	-	Nke nziza 0.0529	Nke nziza 0.0912	Nke nziza 0.0175	Nke mbi -0.0678	Nke mbi -0.0026	Nke mbi -0.0105	Nke mbi -0.0261
Answer 226	-	Nke nziza 0.0876	Nke nziza 0.0403	Nke mbi -0.0147	Nke mbi -0.0497	Nke nziza 0.0373	Nke nziza 0.0036	Nke mbi -0.0569
Answer 227	-	Nke mbi -0.0276	Nke mbi -0.0015	Nke mbi -0.0388	Nke mbi -0.0209	Nke nziza 0.0440	Nke nziza 0.0528	Nke mbi -0.0104
Answer 228	-	Nke mbi -0.0069	Nke nziza 0.0290	Nke mbi -0.0040	Nke nziza 0.0034	Nke mbi -0.0229	Nke nziza 0.0393	Nke mbi -0.0272
Answer 229	-	Nke mbi -0.0026	Nke mbi -0.0169	Nke mbi -0.0021	Nke mbi -0.0152	Nke mbi -0.0568	Nke nziza 0.0289	Nke nziza 0.0565
Answer 230	-	Nke mbi -0.0218	Nke mbi -0.0601	Nke nziza 0.0012	Nke nziza 0.0358	Nke nziza 0.0288	Nke nziza 0.0208	Nke mbi -0.0278
Answer 231	-	Nke mbi -0.0492	Nke mbi -0.0372	Nke nziza 0.0307	Nke nziza 0.0670	Nke mbi -0.0314	Nke mbi -0.0942	Nke nziza 0.0686
Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 232	-	Nke nziza 0.0177	Nke nziza 0.0363	Nke nziza 0.0099	Nke mbi -0.0267	Nke mbi -0.0130	Nke mbi -0.0080	Nke nziza 0.0013
Answer 233	-	Nke mbi -0.0102	Nke nziza 0.0355	Nke nziza 0.0035	Nke mbi -0.0035	Nke mbi -0.0366	Nke mbi -0.0042	Nke nziza 0.0216
Answer 234	-	Nke nziza 0.0125	Nke mbi -0.0479	Nke nziza 0.0084	Nke mbi -0.0339	Nke mbi -0.0088	Nke mbi -0.0040	Nke nziza 0.0623
Answer 235	-	Nke nziza 0.0308	Nke nziza 0.0796	Nke nziza 0.0254	Nke mbi -0.0001	Nke mbi -0.0173	Nke mbi -0.0294	Nke mbi -0.0493
Answer 236	-	Nke mbi -0.0007	Nke nziza 0.0405	Nke mbi -0.0479	Nke mbi -0.0126	Nke nziza 0.0161	Nke nziza 0.0585	Nke mbi -0.0348
Answer 237	-	Nke mbi -0.0525	Nke mbi -0.0355	Nke mbi -0.0370	Nke nziza 0.0280	Nke nziza 0.0509	Nke nziza 0.0262	Nke mbi -0.0115
Answer 238	-	Nke nziza 0.0122	Nke mbi -0.0524	Nke nziza 0.0270	Nke nziza 0.0163	Nke mbi -0.0067	Nke mbi -0.0248	Nke nziza 0.0131
Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 239	-	Nke mbi -0.0095	Nke nziza 0.0833	Nke nziza 0.0346	Nke mbi -0.0130	Nke nziza 0.0033	Nke mbi -0.0123	Nke mbi -0.0572
Answer 240	-	Nke nziza 0.0835	Nke mbi -0.0082	Nke nziza 0.0247	Nke mbi -0.0161	Nke mbi -0.0324	Nke nziza 0.0268	Nke mbi -0.0439
Answer 241	-	Nke mbi -0.0105	Nke nziza 0.0247	Nke mbi -0.0222	Nke nziza 0.0076	Nke nziza 0.0507	Nke nziza 0.0423	Nke mbi -0.0827
Answer 242	-	Nke nziza 0.0356	Nke nziza 0.0390	Nke mbi -0.0426	Nke mbi -0.0375	Nke mbi -0.0507	Nke nziza 0.0288	Nke nziza 0.0503
Answer 243	-	Nke mbi -0.0398	Nke mbi -0.0123	Nke mbi -0.0457	Nke nziza 0.0340	Nke nziza 0.0337	Nke nziza 0.0177	Nke mbi -0.0059
Answer 244	-	Nke mbi -0.0398	Nke mbi -0.0724	Nke nziza 0.0239	Nke mbi -0.0233	Nke nziza 0.0103	Nke mbi -0.0033	Nke nziza 0.0652
Answer 245	-	Nke mbi -0.0182	Nke mbi -0.0255	Nke nziza 0.0216	Nke nziza 0.0385	Nke mbi -0.0140	Nke mbi -0.0830	Nke nziza 0.0546
6) Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 246	-	Nke nziza 0.0268	Nke nziza 0.1104	Nke mbi -0.0017	Nke mbi -0.0434	Nke nziza 0.0201	Nke mbi -0.0210	Nke mbi -0.0447
Answer 247	-	Nke nziza 0.0280	Nke nziza 0.0574	Nke nziza 0.0272	Nke nziza 0.0060	Nke mbi -0.0737	Nke nziza 0.0784	Nke mbi -0.0796
Answer 248	-	Nke nziza 0.0305	Nke mbi -0.0133	Nke mbi -0.0140	Nke nziza 0.0297	Nke nziza 0.0615	Nke mbi -0.0098	Nke mbi -0.0781
Answer 249	-	Nke mbi -0.0045	Nke mbi -0.0017	Nke mbi -0.0417	Nke mbi -0.0164	Nke mbi -0.0220	Nke mbi -0.0033	Nke nziza 0.0801
Answer 250	-	Nke mbi -0.0323	Nke nziza 0.0042	Nke nziza 0.0012	Nke nziza 0.0098	Nke mbi -0.0252	Nke nziza 0.0371	Nke nziza 0.0004
Answer 251	-	Nke mbi -0.0117	Nke mbi -0.0659	Nke nziza 0.0005	Nke nziza 0.0077	Nke nziza 0.0066	Nke nziza 0.0402	Nke nziza 0.0038
Answer 252	-	Nke mbi -0.0317	Nke mbi -0.0522	Nke nziza 0.0172	Nke mbi -0.0038	Nke nziza 0.0212	Nke mbi -0.0999	Nke nziza 0.1029
Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 253	-	Nke mbi -0.0538	Nke mbi -0.0498	Nke nziza 0.0517	Nke nziza 0.0221	Nke nziza 0.0049	Nke mbi -0.1075	Nke nziza 0.0830
Answer 254	-	Nke mbi -0.0294	Nke mbi -0.0540	Nke mbi -0.0166	Nke nziza 0.0125	Nke nziza 0.0167	Nke nziza 0.0414	Nke nziza 0.0079
Answer 255	-	Nke nziza 0.0161	Nke mbi -0.0175	Nke mbi -0.0580	Nke mbi -0.0464	Nke nziza 0.0322	Nke nziza 0.0765	Nke mbi -0.0004
Answer 256	-	Nke nziza 0.0281	Nke nziza 0.0318	Nke mbi -0.0353	Nke mbi -0.0282	Nke mbi -0.0150	Nke nziza 0.0456	Nke mbi -0.0044
Answer 257	-	Nke nziza 0.0631	Nke nziza 0.0513	Nke mbi -0.0055	Nke nziza 0.0263	Nke nziza 0.0019	Nke mbi -0.0205	Nke mbi -0.0788
Answer 258	-	Nke nziza 1.92E-5	Nke nziza 0.0521	Nke nziza 0.0405	Nke nziza 0.0439	Nke mbi -0.0802	Nke nziza 0.0007	Nke mbi -0.0356
Answer 259	-	Nke nziza 0.0424	Nke nziza 0.0954	Nke nziza 0.0266	Nke mbi -0.0568	Nke nziza 0.0186	Nke mbi -0.0257	Nke mbi -0.0495
Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 260	-	Nke nziza 0.0594	Nke nziza 0.0952	Nke nziza 0.0171	Nke mbi -0.0660	Nke nziza 0.0195	Nke mbi -0.0138	Nke mbi -0.0552
Answer 261	-	Nke mbi -0.0150	Nke nziza 0.0554	Nke mbi -0.0267	Nke nziza 0.0030	Nke mbi -0.0066	Nke nziza 0.0510	Nke mbi -0.0376
Answer 262	-	Nke nziza 0.0598	Nke nziza 0.0010	Nke mbi -0.0298	Nke nziza 0.0056	Nke nziza 0.0619	Nke mbi -0.0158	Nke mbi -0.0684
Answer 263	-	Nke mbi -0.0026	Nke mbi -0.0121	Nke mbi -0.0272	Nke nziza 0.0032	Nke mbi -0.0231	Nke nziza 0.0087	Nke nziza 0.0451
Answer 264	-	Nke nziza 0.0016	Nke mbi -0.0150	Nke mbi -0.0005	Nke mbi -0.0003	Nke mbi -0.0615	Nke nziza 0.0546	Nke nziza 0.0196
Answer 265	-	Nke mbi -0.0304	Nke mbi -0.0672	Nke nziza 0.0242	Nke mbi -0.0158	Nke mbi -0.0124	Nke nziza 0.0868	Nke mbi -0.0053
Answer 266	-	Nke mbi -0.0536	Nke mbi -0.0442	Nke nziza 0.0360	Nke nziza 0.0541	Nke nziza 0.0097	Nke mbi -0.1417	Nke nziza 0.0889
Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 267	-	Nke mbi -0.0444	Nke mbi -0.0220	Nke nziza 0.0483	Nke nziza 0.0857	Nke mbi -0.0358	Nke mbi -0.1289	Nke nziza 0.0569
Answer 268	-	Nke mbi -0.0307	Nke mbi -0.0495	Nke mbi -0.0052	Nke mbi -0.0142	Nke mbi -0.0068	Nke nziza 0.0707	Nke nziza 0.0164
Answer 269	-	Nke nziza 0.0123	Nke mbi -0.0124	Nke mbi -0.0287	Nke nziza 0.0018	Nke nziza 0.0282	Nke mbi -0.0057	Nke nziza 0.0031
Answer 270	-	Nke nziza 0.0023	Nke nziza 0.0572	Nke mbi -0.0445	Nke mbi -0.0412	Nke nziza 0.0135	Nke nziza 0.0508	Nke mbi -0.0115
Answer 271	-	Nke nziza 0.0588	Nke mbi -0.0109	Nke mbi -0.0212	Nke mbi -0.0362	Nke nziza 0.0169	Nke nziza 0.0607	Nke mbi -0.0472
Answer 272	-	Nke nziza 0.0499	Nke nziza 0.0675	Nke nziza 0.0140	Nke mbi -0.0379	Nke mbi -0.0195	Nke nziza 0.0522	Nke mbi -0.0727
Answer 273	-	Nke nziza 0.0399	Nke nziza 0.0843	Nke nziza 0.0194	Nke mbi -0.0538	Nke nziza 0.0456	Nke mbi -0.0524	Nke mbi -0.0431
Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 274	-	Nke mbi -0.0028	Nke nziza 0.0067	Nke nziza 0.0441	Nke nziza 0.0638	Nke mbi -0.0525	Nke mbi -0.1169	Nke nziza 0.0437
Answer 275	-	Nke mbi -0.0087	Nke mbi -0.0313	Nke nziza 0.0207	Nke mbi -0.0024	Nke mbi -0.0190	Nke nziza 0.0352	Nke mbi -0.0033
Answer 276	-	Nke mbi -0.0099	Nke mbi -0.0402	Nke nziza 0.0015	Nke nziza 0.0132	Nke mbi -0.0043	Nke nziza 0.0113	Nke nziza 0.0138
Answer 277	-	Nke mbi -0.0166	Nke mbi -0.0138	Nke mbi -0.0661	Nke mbi -0.0342	Nke nziza 0.0594	Nke nziza 0.0393	Nke nziza 0.0208
Answer 278	-	Nke nziza 0.0131	Nke nziza 0.0233	Nke mbi -0.0109	Nke mbi -0.0092	Nke nziza 0.0196	Nke nziza 0.0631	Nke mbi -0.0755
Answer 279	-	Nke nziza 0.0415	Nke nziza 0.0368	Nke nziza 0.0064	Nke mbi -0.0488	Nke mbi -0.0189	Nke nziza 0.0281	Nke mbi -0.0131
Answer 280	-	Nke nziza 0.0103	Nke nziza 0.0858	Nke mbi -0.0070	Nke mbi -0.0185	Nke nziza 0.0461	Nke mbi -0.0358	Nke mbi -0.0484
Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 281	-	Nke nziza 0.0477	Nke nziza 0.0843	Nke nziza 0.0537	Nke mbi -0.0426	Nke mbi -0.0004	Nke mbi -0.0255	Nke mbi -0.0657
Answer 282	-	Nke nziza 0.0983	Nke nziza 0.0331	Nke mbi -0.0202	Nke mbi -0.0245	Nke mbi -0.0105	Nke nziza 0.0121	Nke mbi -0.0422
Answer 283	-	Nke nziza 0.0122	Nke nziza 0.0254	Nke mbi -0.0101	Nke nziza 0.0197	Nke nziza 0.0318	Nke nziza 0.0245	Nke mbi -0.0849
Answer 284	-	Nke nziza 0.0013	Nke nziza 0.0150	Nke mbi -0.0430	Nke mbi -0.0181	Nke nziza 0.0012	Nke nziza 0.0699	Nke mbi -0.0168
Answer 285	-	Nke mbi -0.0350	Nke mbi -0.0365	Nke nziza 0.0353	Nke nziza 0.0375	Nke mbi -0.0644	Nke mbi -0.0035	Nke nziza 0.0438
Answer 286	-	Nke mbi -0.0696	Nke mbi -0.0282	Nke mbi -0.0439	Nke nziza 0.0226	Nke nziza 0.0192	Nke nziza 0.0412	Nke nziza 0.0231
Answer 287	-	Nke mbi -0.0441	Nke mbi -0.0759	Nke nziza 0.0425	Nke nziza 0.0064	Nke nziza 0.0123	Nke mbi -0.1173	Nke nziza 0.1208
Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 288	-	Nke mbi -0.0334	Nke nziza 0.0192	Nke nziza 0.0617	Nke nziza 0.0396	Nke mbi -0.0465	Nke mbi -0.1094	Nke nziza 0.0517
Answer 289	-	Nke mbi -0.0015	Nke mbi -0.0878	Nke mbi -0.0326	Nke mbi -0.0080	Nke nziza 0.0267	Nke nziza 0.0578	Nke nziza 0.0196
Answer 290	-	Nke mbi -0.0423	Nke mbi -0.0088	Nke mbi -0.0100	Nke mbi -0.0055	Nke nziza 0.0236	Nke nziza 0.0490	Nke mbi -0.0166
Answer 291	-	Nke nziza 0.0864	Nke nziza 0.0384	Nke mbi -0.0379	Nke mbi -0.0397	Nke mbi -0.0217	Nke nziza 0.0375	Nke mbi -0.0214
Answer 292	-	Nke nziza 0.0273	Nke nziza 0.0300	Nke mbi -0.0293	Nke nziza 0.0100	Nke nziza 0.0470	Nke nziza 0.0113	Nke mbi -0.0729
Answer 293	-	Nke nziza 0.0232	Nke nziza 0.0530	Nke nziza 0.0123	Nke nziza 0.0036	Nke mbi -0.0015	Nke mbi -0.0067	Nke mbi -0.0530
Answer 294	-	Nke nziza 0.0206	Nke nziza 0.1304	Nke nziza 0.0084	Nke mbi -0.0731	Nke nziza 0.0014	Nke mbi -0.0025	Nke mbi -0.0312

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Iyi mikorere izaboneka mumatora yawe ya VUCA

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

Valeri Kosenko

Nyirubwite nyirubwite umushinga sdtest®

Valerii yujuje ibisabwa nka Pedagoge ya Pedagoge-psychologue mu 1993 kandi kuva yakoresheje ubumenyi mu micungire y'umushinga.
Valerii yabonye impamyabumenyi y'ikirenga n'umushinga n'umuyobozi wa gahunda umuyobozi wa 2013. Mu Mushinga wa Shebuja, GPM Deutsche Gür ProjekTagement E. V.) N'imbaraga zigendanwa.
Valerii yakuye ibizamini bitandukanye bya kashe kandi akoresha ubumenyi n'uburambe kugira ngo amenyereho verisiyo y'ubu.
Valerii niwe mwanditsi ushakisha gushidikanya V.U.C. Igitekerezo ukoresheje imbaraga zidasanzwe hamwe n'imibare yimibare muri psychologiya, amatora arenga 20 mpuzamahanga.

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