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 83907 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 -0.0688	Nke nziza 0.0671	Nke mbi -0.0452	Nke nziza 0.0429	Nke mbi -0.0338	Nke mbi -0.0130	Nke nziza 0.0464
Answer 2	-	Nke mbi -0.0168	Nke mbi -0.0326	Nke nziza 0.0231	Nke nziza 0.0309	Nke mbi -0.0080	Nke mbi -0.0290	Nke nziza 0.0125
Answer 3	-	Nke nziza 0.0496	Nke mbi -0.0253	Nke nziza 0.0142	Nke mbi -0.0404	Nke nziza 0.0015	Nke nziza 0.0549	Nke mbi -0.0363
Answer 4	-	Nke nziza 0.0472	Nke mbi -0.0128	Nke nziza 0.0223	Nke mbi -0.0010	Nke mbi -0.0127	Nke mbi -0.0536	Nke nziza 0.0148
Answer 5	-	Nke mbi -0.0054	Nke mbi -0.0144	Nke mbi -0.0111	Nke mbi -0.0156	Nke nziza 0.0706	Nke nziza 0.0487	Nke mbi -0.0749
Answer 6	-	Nke nziza 0.0650	Nke mbi -0.0288	Nke nziza 0.0459	Nke mbi -0.0341	Nke nziza 0.0113	Nke mbi -0.0234	Nke mbi -0.0189
Answer 7	-	Nke nziza 0.0119	Nke nziza 0.0283	Nke mbi -0.0333	Nke mbi -0.0605	Nke nziza 0.0147	Nke nziza 0.0236	Nke nziza 0.0250
Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 8	-	Nke nziza 0.0058	Nke nziza 0.0324	Nke nziza 0.0241	Nke mbi -0.0209	Nke mbi -0.0304	Nke mbi -0.0864	Nke nziza 0.0804
Answer 9	-	Nke mbi -0.0652	Nke mbi -0.0091	Nke nziza 0.0181	Nke nziza 0.0427	Nke mbi -0.0046	Nke nziza 0.0111	Nke mbi -0.0161
Answer 10	-	Nke mbi -0.0369	Nke mbi -0.0400	Nke mbi -0.0539	Nke mbi -0.0038	Nke nziza 0.0117	Nke nziza 0.0618	Nke nziza 0.0351
Answer 11	-	Nke nziza 0.0375	Nke nziza 0.0296	Nke nziza 0.0108	Nke nziza 0.0005	Nke mbi -0.0321	Nke nziza 0.0219	Nke mbi -0.0423
Answer 12	-	Nke nziza 0.0369	Nke nziza 0.0057	Nke mbi -0.0422	Nke nziza 0.0244	Nke nziza 0.0421	Nke nziza 0.0179	Nke mbi -0.0701
Answer 13	-	Nke nziza 0.0551	Nke mbi -0.0339	Nke nziza 0.0494	Nke mbi -0.0620	Nke nziza 0.0226	Nke mbi -0.0115	Nke mbi -0.0079
Answer 14	-	Nke nziza 0.0594	Nke nziza 0.0320	Nke mbi -0.0057	Nke mbi -0.0152	Nke nziza 0.0093	Nke mbi -0.0026	Nke mbi -0.0442
Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 15	-	Nke nziza 0.0686	Nke nziza 0.0213	Nke nziza 0.0335	Nke mbi -0.0572	Nke nziza 0.0468	Nke mbi -0.0225	Nke mbi -0.0532
Answer 16	-	Nke nziza 0.0558	Nke nziza 0.0224	Nke nziza 0.0321	Nke nziza 0.0251	Nke mbi -0.0149	Nke mbi -0.0327	Nke mbi -0.0594
Answer 17	-	Nke mbi -0.0180	Nke mbi -0.0156	Nke mbi -0.0316	Nke nziza 0.0684	Nke nziza 0.0124	Nke nziza 0.0183	Nke mbi -0.0483
Answer 18	-	Nke mbi -0.0130	Nke nziza 0.0108	Nke mbi -0.0365	Nke mbi -0.0122	Nke nziza 0.0015	Nke mbi -0.0079	Nke nziza 0.0485
Answer 19	-	Nke nziza 0.0155	Nke nziza 0.0381	Nke mbi -0.0229	Nke mbi -0.0192	Nke mbi -0.0266	Nke nziza 0.0551	Nke mbi -0.0157
Answer 20	-	Nke mbi -0.0422	Nke mbi -0.0414	Nke nziza 0.0168	Nke nziza 0.0068	Nke mbi -0.0615	Nke nziza 0.0352	Nke nziza 0.0636
Answer 21	-	Nke mbi -0.0483	Nke mbi -0.0223	Nke nziza 0.0156	Nke mbi -0.0532	Nke nziza 0.0543	Nke mbi -0.0429	Nke nziza 0.0669
Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 22	-	Nke mbi -0.0324	Nke nziza 0.0346	Nke nziza 0.0088	Nke mbi -0.0520	Nke mbi -0.0158	Nke mbi -0.0316	Nke nziza 0.0836
Answer 23	-	Nke mbi -0.0529	Nke mbi -0.0160	Nke nziza 0.0060	Nke nziza 0.0087	Nke mbi -0.0050	Nke nziza 0.0033	Nke nziza 0.0315
Answer 24	-	Nke nziza 0.0492	Nke mbi -0.0528	Nke mbi -0.0061	Nke nziza 0.0612	Nke mbi -0.0273	Nke nziza 0.0565	Nke mbi -0.0739
Answer 25	-	Nke nziza 0.0162	Nke nziza 0.0186	Nke nziza 0.0008	Nke mbi -0.0123	Nke mbi -0.0168	Nke mbi -0.0160	Nke nziza 0.0185
Answer 26	-	Nke nziza 0.0029	Nke mbi -0.0146	Nke mbi -0.0133	Nke mbi -0.0109	Nke nziza 0.0622	Nke mbi -0.0139	Nke mbi -0.0189
Answer 27	-	Nke nziza 0.0554	Nke nziza 0.0167	Nke mbi -0.0018	Nke nziza 0.0144	Nke nziza 0.0688	Nke mbi -0.0094	Nke mbi -0.1130
Answer 28	-	Nke nziza 0.0434	Nke nziza 0.0476	Nke mbi -0.0119	Nke mbi -0.0020	Nke mbi -0.0221	Nke nziza 0.0088	Nke mbi -0.0314
Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 29	-	Nke nziza 0.0953	Nke nziza 0.0365	Nke mbi -0.0104	Nke mbi -0.0285	Nke nziza 0.0306	Nke mbi -0.0288	Nke mbi -0.0519
Answer 30	-	Nke nziza 0.0200	Nke mbi -0.0254	Nke nziza 0.0380	Nke mbi -0.0527	Nke nziza 0.0317	Nke nziza 0.0058	Nke mbi -0.0099
Answer 31	-	Nke mbi -0.0245	Nke mbi -0.0420	Nke mbi -0.0100	Nke mbi -0.0268	Nke nziza 0.0377	Nke nziza 0.0032	Nke nziza 0.0344
Answer 32	-	Nke nziza 0.0354	Nke nziza 0.0357	Nke nziza 0.0332	Nke nziza 0.0033	Nke mbi -0.0273	Nke mbi -0.0214	Nke mbi -0.0347
Answer 33	-	Nke mbi -0.0056	Nke nziza 0.0112	Nke mbi -0.0169	Nke nziza 0.0212	Nke nziza 0.0281	Nke mbi -0.0353	Nke mbi -0.0059
Answer 34	-	Nke nziza 0.0108	Nke mbi -0.0313	Nke mbi -0.0374	Nke nziza 0.0073	Nke mbi -0.0141	Nke nziza 0.0572	Nke nziza 0.0056
Answer 35	-	Nke mbi -0.0831	Nke nziza 0.0336	Nke nziza 0.0031	Nke nziza 0.0632	Nke mbi -0.0691	Nke mbi -0.0013	Nke nziza 0.0334
Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 36	-	Nke nziza 0.0844	Nke nziza 0.0383	Nke mbi -0.0094	Nke mbi -0.0619	Nke nziza 0.0613	Nke nziza 0.0019	Nke mbi -0.0677
Answer 37	-	Nke nziza 0.0547	Nke nziza 0.0221	Nke nziza 0.0123	Nke mbi -0.0068	Nke nziza 0.0084	Nke mbi -0.0126	Nke mbi -0.0528
Answer 38	-	Nke mbi -0.0563	Nke mbi -0.0452	Nke mbi -0.0178	Nke nziza 0.0278	Nke nziza 0.0655	Nke mbi -0.0011	Nke mbi -0.0120
Answer 39	-	Nke nziza 0.0317	Nke mbi -0.0262	Nke nziza 0.0017	Nke mbi -0.0136	Nke mbi -0.0676	Nke nziza 0.0293	Nke nziza 0.0499
Answer 40	-	Nke mbi -0.0382	Nke mbi -0.0253	Nke mbi -0.0010	Nke nziza 0.0244	Nke mbi -0.0231	Nke nziza 0.0358	Nke nziza 0.0114
Answer 41	-	Nke mbi -0.0430	Nke mbi -0.0224	Nke mbi -0.0099	Nke nziza 0.0435	Nke mbi -0.0652	Nke nziza 0.0115	Nke nziza 0.0630
Answer 42	-	Nke mbi -0.0257	Nke nziza 0.0619	Nke nziza 0.0251	Nke mbi -0.0211	Nke nziza 0.0037	Nke mbi -0.0549	Nke nziza 0.0178
Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 43	-	Nke mbi -0.0513	Nke nziza 0.0333	Nke nziza 0.0470	Nke nziza 0.0175	Nke mbi -0.0647	Nke mbi -0.0690	Nke nziza 0.0740
Answer 44	-	Nke mbi -0.0057	Nke mbi -0.0442	Nke mbi -0.0212	Nke nziza 0.0057	Nke nziza 0.0211	Nke nziza 0.0637	Nke mbi -0.0291
Answer 45	-	Nke mbi -0.0069	Nke nziza 0.0116	Nke mbi -0.0300	Nke mbi -0.0212	Nke nziza 0.0433	Nke nziza 0.0296	Nke mbi -0.0255
Answer 46	-	Nke nziza 0.0497	Nke mbi -0.0145	Nke nziza 0.0084	Nke mbi -0.0165	Nke nziza 0.0160	Nke nziza 0.0118	Nke mbi -0.0355
Answer 47	-	Nke nziza 0.0327	Nke mbi -0.0088	Nke mbi -0.0164	Nke nziza 0.0284	Nke mbi -0.0028	Nke nziza 0.0097	Nke mbi -0.0336
Answer 48	-	Nke nziza 0.0301	Nke nziza 0.0202	Nke nziza 0.0039	Nke nziza 0.0011	Nke nziza 0.0033	Nke mbi -0.0458	Nke mbi -0.0023
Answer 49	-	Nke nziza 0.0399	Nke nziza 0.0115	Nke mbi -0.0238	Nke mbi -0.0322	Nke nziza 0.0231	Nke mbi -0.0150	Nke nziza 0.0081
2) Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 50	-	Nke mbi -0.0497	Nke mbi -0.0108	Nke nziza 0.0118	Nke nziza 0.0638	Nke mbi -0.0379	Nke mbi -0.1000	Nke nziza 0.0869
Answer 51	-	Nke mbi -0.0095	Nke mbi -0.0144	Nke nziza 0.0021	Nke mbi -0.0172	Nke nziza 0.0057	Nke nziza 0.0311	Nke mbi -0.0014
Answer 52	-	Nke nziza 0.0295	Nke mbi -0.0497	Nke mbi -0.0072	Nke mbi -0.0186	Nke mbi -0.0024	Nke nziza 0.0882	Nke mbi -0.0362
Answer 53	-	Nke nziza 0.0071	Nke mbi -0.0026	Nke mbi -0.0129	Nke mbi -0.0114	Nke mbi -0.0006	Nke mbi -0.0153	Nke nziza 0.0299
Answer 54	-	Nke nziza 0.0192	Nke nziza 0.0423	Nke nziza 0.0108	Nke mbi -0.0112	Nke nziza 0.0152	Nke mbi -0.0019	Nke mbi -0.0475
Answer 55	-	Nke nziza 0.0416	Nke nziza 0.0106	Nke mbi -0.0117	Nke mbi -0.0102	Nke nziza 0.0641	Nke nziza 0.0058	Nke mbi -0.0773
Answer 56	-	Nke nziza 0.0074	Nke nziza 0.1159	Nke mbi -0.0016	Nke mbi -0.0375	Nke mbi -0.0111	Nke nziza 0.0106	Nke mbi -0.0384
Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 57	-	Nke nziza 0.0707	Nke nziza 0.0924	Nke nziza 0.0526	Nke mbi -0.0889	Nke nziza 0.0031	Nke mbi -0.0406	Nke mbi -0.0291
Answer 58	-	Nke nziza 0.0620	Nke nziza 0.0347	Nke mbi -0.0412	Nke mbi -0.0226	Nke nziza 0.0124	Nke nziza 0.0731	Nke mbi -0.0793
Answer 59	-	Nke mbi -0.0118	Nke mbi -0.0266	Nke nziza 0.0193	Nke mbi -0.0017	Nke mbi -0.0012	Nke nziza 0.0163	Nke mbi -0.0006
Answer 60	-	Nke nziza 0.0055	Nke mbi -0.0313	Nke mbi -0.0003	Nke mbi -0.0013	Nke nziza 0.0058	Nke nziza 0.0040	Nke nziza 0.0071
Answer 61	-	Nke mbi -0.0009	Nke nziza 0.0197	Nke nziza 0.0017	Nke nziza 0.0191	Nke mbi -0.0121	Nke mbi -0.0160	Nke mbi -0.0059
Answer 62	-	Nke mbi -0.0530	Nke mbi -0.0809	Nke nziza 0.0097	Nke nziza 0.0038	Nke nziza 0.0059	Nke nziza 0.0106	Nke nziza 0.0590
Answer 63	-	Nke mbi -0.0537	Nke nziza 0.0104	Nke mbi -0.0277	Nke nziza 0.0717	Nke mbi -0.0136	Nke mbi -0.0609	Nke nziza 0.0436
Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 64	-	Nke nziza 0.0660	Nke nziza 0.1030	Nke nziza 0.0271	Nke mbi -0.0842	Nke nziza 0.0102	Nke mbi -0.0377	Nke mbi -0.0246
Answer 65	-	Nke nziza 0.0123	Nke nziza 0.0667	Nke mbi -0.0051	Nke mbi -0.0442	Nke nziza 0.0194	Nke nziza 0.0176	Nke mbi -0.0373
Answer 66	-	Nke nziza 0.0536	Nke mbi -0.0419	Nke mbi -0.0003	Nke mbi -0.0157	Nke nziza 0.0154	Nke nziza 0.0185	Nke mbi -0.0198
Answer 67	-	Nke nziza 0.0121	Nke nziza 0.0409	Nke mbi -0.0104	Nke mbi -0.0151	Nke mbi -0.0414	Nke nziza 0.0384	Nke mbi -0.0030
Answer 68	-	Nke mbi -0.0568	Nke mbi -0.0382	Nke mbi -0.0096	Nke nziza 0.0657	Nke nziza 0.0038	Nke nziza 0.0214	Nke mbi -0.0172
Answer 69	-	Nke mbi -0.0392	Nke mbi -0.0588	Nke nziza 0.0454	Nke nziza 0.0067	Nke mbi -0.0222	Nke mbi -0.0146	Nke nziza 0.0500
Answer 70	-	Nke mbi -0.0444	Nke mbi -0.0395	Nke mbi -0.0430	Nke nziza 0.0742	Nke nziza 0.0130	Nke mbi -0.0486	Nke nziza 0.0442
Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 71	-	Nke nziza 0.0121	Nke mbi -0.0485	Nke nziza 0.0011	Nke mbi -0.0197	Nke nziza 0.0211	Nke mbi -0.0444	Nke nziza 0.0574
Answer 72	-	Nke mbi -0.0338	Nke mbi -0.0620	Nke nziza 0.0169	Nke nziza 0.0534	Nke mbi -0.0061	Nke mbi -0.0430	Nke nziza 0.0374
Answer 73	-	Nke nziza 0.0091	Nke nziza 0.0129	Nke mbi -0.0109	Nke mbi -0.0102	Nke nziza 0.0093	Nke nziza 0.0255	Nke mbi -0.0258
Answer 74	-	Nke nziza 0.0375	Nke nziza 0.0421	Nke mbi -0.0171	Nke mbi -0.0212	Nke mbi -0.0358	Nke nziza 0.0327	Nke mbi -0.0077
Answer 75	-	Nke mbi -0.0249	Nke nziza 0.0207	Nke mbi -0.0135	Nke nziza 0.0053	Nke nziza 0.0072	Nke nziza 0.0511	Nke mbi -0.0404
Answer 76	-	Nke nziza 0.0078	Nke nziza 0.0711	Nke mbi -0.0084	Nke mbi -0.0075	Nke mbi -0.0054	Nke nziza 0.0271	Nke mbi -0.0529
Answer 77	-	Nke nziza 0.0118	Nke nziza 0.0455	Nke nziza 0.0350	Nke mbi -0.0375	Nke mbi -0.0006	Nke mbi -0.0121	Nke mbi -0.0202
Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 78	-	Nke nziza 0.0384	Nke nziza 0.0458	Nke nziza 0.0469	Nke mbi -0.0800	Nke mbi -0.0616	Nke mbi -0.0244	Nke nziza 0.0624
Answer 79	-	Nke nziza 0.0088	Nke nziza 0.0549	Nke nziza 0.0054	Nke mbi -0.0484	Nke mbi -0.0298	Nke nziza 0.0209	Nke nziza 0.0110
Answer 80	-	Nke nziza 0.0251	Nke mbi -0.0324	Nke nziza 0.0156	Nke mbi -0.0771	Nke nziza 0.0243	Nke nziza 0.0046	Nke nziza 0.0410
Answer 81	-	Nke mbi -0.0182	Nke nziza 0.0035	Nke nziza 0.0060	Nke mbi -0.0379	Nke mbi -0.0078	Nke nziza 0.0398	Nke nziza 0.0152
Answer 82	-	Nke mbi -0.0328	Nke mbi -0.0146	Nke nziza 0.0169	Nke mbi -0.0075	Nke nziza 0.0068	Nke nziza 0.0141	Nke nziza 0.0036
Answer 83	-	Nke mbi -0.0184	Nke mbi -0.0582	Nke mbi -0.0564	Nke nziza 0.0429	Nke nziza 0.0361	Nke nziza 0.0669	Nke mbi -0.0347
Answer 84	-	Nke nziza 0.0012	Nke nziza 0.0128	Nke mbi -0.0133	Nke nziza 0.1521	Nke nziza 0.0132	Nke mbi -0.1080	Nke mbi -0.0669
Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 85	-	Nke mbi -0.0338	Nke nziza 0.0093	Nke nziza 0.0014	Nke nziza 0.1084	Nke nziza 0.0022	Nke mbi -0.1209	Nke nziza 0.0076
Answer 86	-	Nke mbi -0.0264	Nke mbi -0.0583	Nke nziza 0.0282	Nke mbi -0.0125	Nke mbi -0.0252	Nke nziza 0.0669	Nke nziza 0.0085
Answer 87	-	Nke nziza 0.0019	Nke mbi -0.0031	Nke mbi -0.0287	Nke mbi -0.0470	Nke nziza 0.0179	Nke nziza 0.0594	Nke nziza 0.0072
Answer 88	-	Nke nziza 0.0467	Nke nziza 0.0099	Nke mbi -0.0279	Nke mbi -0.0662	Nke nziza 0.0125	Nke nziza 0.0182	Nke nziza 0.0243
Answer 89	-	Nke nziza 0.0493	Nke nziza 0.0196	Nke nziza 0.0408	Nke nziza 0.0076	Nke mbi -0.0400	Nke mbi -0.0097	Nke mbi -0.0399
Answer 90	-	Nke nziza 0.0452	Nke nziza 0.0406	Nke mbi -0.0224	Nke mbi -0.0314	Nke nziza 0.0262	Nke mbi -0.0001	Nke mbi -0.0299
Answer 91	-	Nke mbi -0.0356	Nke nziza 0.0532	Nke mbi -0.0097	Nke mbi -0.0412	Nke nziza 0.0320	Nke nziza 0.0112	Nke mbi -0.0029
Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 92	-	Nke nziza 0.0551	Nke nziza 0.0624	Nke nziza 0.0137	Nke mbi -0.0990	Nke nziza 0.0229	Nke nziza 0.0314	Nke mbi -0.0352
Answer 93	-	Nke nziza 0.0086	Nke nziza 0.0478	Nke nziza 0.0061	Nke mbi -0.0382	Nke mbi -0.0169	Nke mbi -0.0006	Nke nziza 0.0103
Answer 94	-	Nke nziza 0.0367	Nke mbi -0.0200	Nke mbi -0.0108	Nke mbi -0.0288	Nke nziza 0.0041	Nke nziza 0.0456	Nke mbi -0.0147
Answer 95	-	Nke mbi -0.0220	Nke mbi -0.0197	Nke nziza 0.0275	Nke nziza 0.0098	Nke mbi -0.0151	Nke nziza 0.0165	Nke mbi -0.0087
Answer 96	-	Nke mbi -0.0008	Nke mbi -0.0304	Nke mbi -0.0065	Nke nziza 0.0023	Nke mbi -0.0086	Nke nziza 0.0382	Nke nziza 0.0035
Answer 97	-	Nke mbi -0.0455	Nke mbi -0.0322	Nke mbi -0.0032	Nke nziza 0.0411	Nke nziza 0.0050	Nke mbi -0.0238	Nke nziza 0.0270
Answer 98	-	Nke mbi -0.0281	Nke mbi -0.0018	Nke mbi -0.0191	Nke nziza 0.0947	Nke nziza 0.0082	Nke mbi -0.0932	Nke nziza 0.0118
3) Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 99	-	Nke mbi -0.0444	Nke mbi -0.1275	Nke mbi -0.0005	Nke mbi -0.0046	Nke mbi -0.0374	Nke mbi -0.0183	Nke nziza 0.1643
Answer 100	-	Nke mbi -0.0248	Nke nziza 0.0654	Nke mbi -0.0026	Nke nziza 0.0472	Nke nziza 0.0301	Nke nziza 0.0230	Nke mbi -0.1183
Answer 101	-	Nke nziza 0.0828	Nke nziza 0.0481	Nke mbi -0.0133	Nke mbi -0.0156	Nke nziza 0.0411	Nke nziza 0.0099	Nke mbi -0.1006
Answer 102	-	Nke nziza 0.0429	Nke nziza 0.0647	Nke mbi -0.0080	Nke mbi -0.0388	Nke mbi -0.0019	Nke mbi -0.0073	Nke mbi -0.0172
Answer 103	-	Nke nziza 0.0065	Nke nziza 0.0678	Nke nziza 0.0212	Nke mbi -0.0138	Nke mbi -0.0203	Nke nziza 0.0138	Nke mbi -0.0454
Answer 104	-	Nke nziza 0.0171	Nke nziza 0.0122	Nke mbi -0.0014	Nke mbi -0.0144	Nke nziza 0.0155	Nke nziza 0.0172	Nke mbi -0.0335
Answer 105	-	Nke nziza 0.0245	Nke nziza 0.0437	Nke nziza 0.0340	Nke mbi -0.0375	Nke mbi -0.0219	Nke mbi -0.0339	Nke nziza 0.0171
Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 106	-	Nke mbi -0.0019	Nke nziza 0.0009	Nke nziza 0.0099	Nke nziza 0.0222	Nke mbi -0.0185	Nke mbi -0.0136	Nke mbi -0.0018
Answer 107	-	Nke nziza 0.0241	Nke nziza 0.0311	Nke mbi -0.0044	Nke nziza 0.0154	Nke nziza 0.0251	Nke mbi -0.0388	Nke mbi -0.0373
Answer 108	-	Nke nziza 0.0216	Nke nziza 0.1142	Nke mbi -0.0273	Nke mbi -0.0280	Nke nziza 0.0134	Nke mbi -0.0018	Nke mbi -0.0478
Answer 109	-	Nke nziza 0.1143	Nke nziza 0.0264	Nke mbi -0.0510	Nke mbi -0.0209	Nke nziza 0.0029	Nke nziza 0.0010	Nke mbi -0.0263
Answer 110	-	Nke nziza 0.0395	Nke nziza 0.0802	Nke mbi -0.0016	Nke nziza 0.0197	Nke mbi -0.0042	Nke nziza 0.0279	Nke mbi -0.1155
Answer 111	-	Nke mbi -0.0081	Nke nziza 0.0407	Nke mbi -0.0202	Nke nziza 0.0151	Nke nziza 0.0203	Nke nziza 0.0907	Nke mbi -0.1133
Answer 112	-	Nke mbi -0.0752	Nke mbi -0.1264	Nke nziza 0.0412	Nke mbi -0.0201	Nke mbi -0.0175	Nke mbi -0.0539	Nke nziza 0.1752
Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 113	-	Nke nziza 0.0606	Nke nziza 0.0594	Nke nziza 0.0258	Nke mbi -0.0402	Nke mbi -0.0087	Nke mbi -0.0339	Nke mbi -0.0192
Answer 114	-	Nke nziza 0.0282	Nke nziza 0.0622	Nke nziza 0.0345	Nke mbi -0.0466	Nke mbi -0.0200	Nke mbi -0.0307	Nke nziza 0.0046
Answer 115	-	Nke nziza 0.0160	Nke nziza 0.0930	Nke mbi -0.0023	Nke mbi -0.0249	Nke nziza 0.0164	Nke nziza 0.0259	Nke mbi -0.0810
Answer 116	-	Nke nziza 0.0988	Nke nziza 0.0263	Nke mbi -0.0168	Nke mbi -0.0178	Nke nziza 0.0168	Nke mbi -0.0363	Nke mbi -0.0350
Answer 117	-	Nke nziza 0.0848	Nke nziza 0.0599	Nke mbi -0.0338	Nke mbi -0.0223	Nke nziza 0.0228	Nke nziza 0.0153	Nke mbi -0.0775
Answer 118	-	Nke mbi -0.0055	Nke mbi -0.0330	Nke mbi -0.0206	Nke mbi -0.0602	Nke nziza 0.0304	Nke nziza 0.0728	Nke nziza 0.0097
Answer 119	-	Nke mbi -0.1236	Nke mbi -0.1030	Nke nziza 0.0188	Nke nziza 0.1054	Nke mbi -0.0383	Nke mbi -0.0310	Nke nziza 0.0887
Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 120	-	Nke mbi -0.0511	Nke mbi -0.0658	Nke mbi -0.0209	Nke mbi -0.0260	Nke mbi -0.0130	Nke mbi -0.0089	Nke nziza 0.1382
Answer 121	-	Nke mbi -0.0186	Nke nziza 0.0193	Nke mbi -0.0162	Nke nziza 0.0540	Nke nziza 0.0026	Nke nziza 0.0211	Nke mbi -0.0582
Answer 122	-	Nke nziza 0.0267	Nke nziza 0.0172	Nke mbi -0.0121	Nke nziza 0.0061	Nke nziza 0.0729	Nke nziza 0.0200	Nke mbi -0.1120
Answer 123	-	Nke nziza 0.0654	Nke nziza 0.0495	Nke mbi -0.0015	Nke nziza 0.0012	Nke mbi -0.0276	Nke mbi -0.0257	Nke mbi -0.0259
Answer 124	-	Nke nziza 0.0325	Nke nziza 0.0357	Nke nziza 0.0439	Nke mbi -0.0375	Nke mbi -0.0024	Nke mbi -0.0102	Nke mbi -0.0323
Answer 125	-	Nke nziza 0.0130	Nke nziza 0.0617	Nke nziza 0.0727	Nke mbi -0.0176	Nke mbi -0.0655	Nke nziza 0.0371	Nke mbi -0.0635
Answer 126	-	Nke nziza 0.0724	Nke mbi -0.0042	Nke nziza 0.0648	Nke mbi -0.0519	Nke mbi -0.0052	Nke mbi -0.0654	Nke nziza 0.0116
Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 127	-	Nke nziza 0.0554	Nke nziza 0.1024	Nke nziza 0.0506	Nke mbi -0.0452	Nke mbi -0.0213	Nke mbi -0.0157	Nke mbi -0.0645
Answer 128	-	Nke nziza 0.0188	Nke nziza 0.0223	Nke nziza 0.0318	Nke nziza 0.0069	Nke mbi -0.0155	Nke mbi -0.0358	Nke mbi -0.0165
Answer 129	-	Nke nziza 0.0498	Nke nziza 0.0596	Nke nziza 0.0034	Nke nziza 0.0220	Nke nziza 0.0363	Nke nziza 0.0226	Nke mbi -0.1509
Answer 130	-	Nke nziza 0.0203	Nke nziza 0.0181	Nke mbi -0.0209	Nke mbi -0.0416	Nke nziza 0.0123	Nke nziza 0.0372	Nke mbi -0.0047
Answer 131	-	Nke nziza 0.0560	Nke nziza 0.0092	Nke mbi -0.0508	Nke mbi -0.0012	Nke nziza 0.0050	Nke nziza 0.0524	Nke mbi -0.0457
Answer 132	-	Nke mbi -0.0426	Nke mbi -0.0762	Nke nziza 0.0165	Nke mbi -0.0029	Nke nziza 0.0171	Nke nziza 0.0090	Nke nziza 0.0390
Answer 133	-	Nke mbi -0.0935	Nke mbi -0.0658	Nke mbi -0.0188	Nke nziza 0.0348	Nke mbi -0.0342	Nke mbi -0.0539	Nke nziza 0.1624
Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 134	-	Nke nziza 0.0228	Nke nziza 0.0329	Nke nziza 0.0066	Nke mbi -0.0273	Nke mbi -0.0034	Nke mbi -0.0042	Nke mbi -0.0063
Answer 135	-	Nke nziza 0.0501	Nke nziza 0.0905	Nke nziza 0.0024	Nke mbi -0.0171	Nke nziza 0.0173	Nke mbi -0.0329	Nke mbi -0.0666
Answer 136	-	Nke nziza 0.0247	Nke nziza 0.0401	Nke nziza 4.75E-6	Nke nziza 0.0201	Nke mbi -0.0204	Nke nziza 0.0241	Nke mbi -0.0641
Answer 137	-	Nke nziza 0.0624	Nke nziza 0.0432	Nke mbi -0.0179	Nke mbi -0.0256	Nke mbi -0.0107	Nke mbi -0.0056	Nke mbi -0.0123
Answer 138	-	Nke nziza 0.0306	Nke nziza 0.0104	Nke nziza 0.0125	Nke mbi -0.0089	Nke mbi -0.0460	Nke nziza 0.0388	Nke mbi -0.0154
Answer 139	-	Nke mbi -0.0600	Nke mbi -0.0336	Nke mbi -0.0594	Nke nziza 0.0315	Nke nziza 0.0666	Nke nziza 0.1035	Nke mbi -0.0702
Answer 140	-	Nke mbi -0.0444	Nke mbi -0.0744	Nke nziza 0.0412	Nke nziza 0.0060	Nke mbi -0.0185	Nke mbi -0.0866	Nke nziza 0.1254
Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 141	-	Nke mbi -0.0765	Nke mbi -0.0793	Nke nziza 0.0462	Nke mbi -0.0366	Nke mbi -0.0250	Nke mbi -0.0463	Nke nziza 0.1595
Answer 142	-	Nke nziza 0.0079	Nke mbi -0.0121	Nke mbi -0.0131	Nke nziza 0.0131	Nke nziza 0.0178	Nke nziza 0.0252	Nke mbi -0.0417
Answer 143	-	Nke nziza 0.0409	Nke nziza 0.0681	Nke mbi -0.0451	Nke nziza 0.0652	Nke mbi -0.0135	Nke nziza 0.0455	Nke mbi -0.1181
Answer 144	-	Nke nziza 0.0466	Nke nziza 0.0305	Nke mbi -0.0135	Nke nziza 0.0023	Nke nziza 0.0008	Nke nziza 0.0031	Nke mbi -0.0415
Answer 145	-	Nke nziza 0.0267	Nke nziza 0.0155	Nke nziza 0.0144	Nke nziza 0.0275	Nke nziza 0.0143	Nke nziza 0.0115	Nke mbi -0.0899
Answer 146	-	Nke nziza 0.0153	Nke nziza 0.0753	Nke mbi -0.0307	Nke mbi -0.0468	Nke nziza 0.0564	Nke mbi -0.0023	Nke mbi -0.0364
Answer 147	-	Nke nziza 0.0580	Nke nziza 0.0439	Nke nziza 0.0058	Nke mbi -0.0225	Nke mbi -0.0143	Nke mbi -0.0187	Nke mbi -0.0159
4) Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 148	-	Nke nziza 0.0268	Nke mbi -0.0837	Nke mbi -0.0074	Nke mbi -6.19E-5	Nke nziza 0.0273	Nke mbi -0.0649	Nke nziza 0.0733
Answer 149	-	Nke mbi -0.0735	Nke mbi -0.0683	Nke mbi -0.0272	Nke mbi -0.0117	Nke nziza 0.0680	Nke nziza 0.0276	Nke nziza 0.0346
Answer 150	-	Nke mbi -0.0397	Nke nziza 0.0621	Nke mbi -0.0083	Nke nziza 0.0278	Nke mbi -0.0038	Nke nziza 0.0431	Nke mbi -0.0680
Answer 151	-	Nke nziza 0.0867	Nke nziza 0.0631	Nke mbi -0.0313	Nke nziza 0.0029	Nke mbi -0.0582	Nke nziza 0.0189	Nke mbi -0.0317
Answer 152	-	Nke nziza 0.0287	Nke nziza 0.0802	Nke nziza 0.0630	Nke mbi -0.0153	Nke mbi -0.0610	Nke nziza 0.0262	Nke mbi -0.0719
Answer 153	-	Nke nziza 0.0480	Nke nziza 0.0543	Nke nziza 0.0768	Nke mbi -0.0171	Nke mbi -0.0894	Nke mbi -0.0190	Nke mbi -0.0120
Answer 154	-	Nke nziza 0.0120	Nke nziza 0.1070	Nke nziza 0.0434	Nke nziza 0.0036	Nke mbi -0.0454	Nke mbi -0.0320	Nke mbi -0.0442
Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 155	-	Nke nziza 0.0272	Nke mbi -0.0413	Nke nziza 0.0459	Nke nziza 0.0096	Nke nziza 0.0329	Nke mbi -0.1024	Nke nziza 0.0175
Answer 156	-	Nke mbi -0.0338	Nke mbi -0.0559	Nke mbi -0.0484	Nke nziza 0.0002	Nke nziza 0.0490	Nke nziza 0.0170	Nke nziza 0.0339
Answer 157	-	Nke nziza 0.0184	Nke mbi -0.0248	Nke mbi -0.0438	Nke mbi -0.0087	Nke nziza 0.0191	Nke nziza 0.0573	Nke mbi -0.0173
Answer 158	-	Nke mbi -0.0025	Nke nziza 0.0429	Nke nziza 0.0070	Nke mbi -0.0140	Nke mbi -0.0567	Nke nziza 0.0387	Nke nziza 0.0021
Answer 159	-	Nke nziza 0.0194	Nke nziza 0.0651	Nke nziza 0.0242	Nke mbi -0.0066	Nke mbi -0.0248	Nke nziza 0.0237	Nke mbi -0.0620
Answer 160	-	Nke mbi -0.0152	Nke nziza 0.0993	Nke nziza 0.0380	Nke nziza 0.0258	Nke mbi -0.0931	Nke mbi -0.0052	Nke mbi -0.0147
Answer 161	-	Nke mbi -0.0305	Nke nziza 0.0557	Nke nziza 0.0293	Nke mbi -0.0023	Nke mbi -0.0332	Nke mbi -3.29E-5	Nke mbi -0.0068
Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 162	-	Nke nziza 0.0450	Nke nziza 0.0847	Nke nziza 0.0303	Nke mbi -0.0061	Nke mbi -0.0454	Nke mbi -0.0471	Nke mbi -0.0194
Answer 163	-	Nke nziza 0.0137	Nke nziza 0.1074	Nke nziza 0.0259	Nke nziza 0.0099	Nke mbi -0.0590	Nke mbi -0.0072	Nke mbi -0.0497
Answer 164	-	Nke mbi -0.0116	Nke nziza 0.0111	Nke nziza 0.0010	Nke nziza 0.0188	Nke nziza 0.0295	Nke nziza 0.0128	Nke mbi -0.0581
Answer 165	-	Nke nziza 0.0410	Nke mbi -0.0086	Nke nziza 0.0081	Nke mbi -0.0476	Nke mbi -0.0075	Nke nziza 0.0050	Nke nziza 0.0241
Answer 166	-	Nke mbi -0.0097	Nke nziza 0.0023	Nke mbi -0.0205	Nke mbi -0.0071	Nke nziza 0.0251	Nke nziza 0.0515	Nke mbi -0.0372
Answer 167	-	Nke nziza 0.0024	Nke mbi -0.0550	Nke nziza 0.0116	Nke mbi -0.0410	Nke nziza 0.0170	Nke nziza 0.0285	Nke nziza 0.0232
Answer 168	-	Nke mbi -0.0544	Nke mbi -0.0971	Nke mbi -0.0428	Nke nziza 0.0536	Nke nziza 0.0272	Nke mbi -0.0351	Nke nziza 0.0845
Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 169	-	Nke nziza 0.0213	Nke nziza 0.0941	Nke nziza 0.0239	Nke mbi -0.0834	Nke mbi -0.0070	Nke mbi -0.0212	Nke nziza 0.0113
Answer 170	-	Nke nziza 0.0160	Nke mbi -0.0079	Nke nziza 0.0166	Nke mbi -0.0752	Nke nziza 0.0127	Nke mbi -0.0067	Nke nziza 0.0459
Answer 171	-	Nke nziza 0.0382	Nke nziza 0.0346	Nke mbi -0.0030	Nke mbi -0.0837	Nke nziza 0.0200	Nke nziza 0.0394	Nke mbi -0.0150
Answer 172	-	Nke nziza 0.0680	Nke mbi -0.0088	Nke nziza 0.0113	Nke mbi -0.0574	Nke nziza 0.0011	Nke mbi -0.0024	Nke nziza 0.0115
Answer 173	-	Nke mbi -0.0014	Nke mbi -0.0225	Nke mbi -0.0311	Nke nziza 0.0253	Nke nziza 0.0146	Nke nziza 0.0289	Nke mbi -0.0197
Answer 174	-	Nke nziza 0.0138	Nke mbi -0.0263	Nke mbi -0.0058	Nke nziza 0.0050	Nke mbi -0.0235	Nke nziza 0.0524	Nke mbi -0.0131
Answer 175	-	Nke mbi -0.1002	Nke mbi -0.0270	Nke mbi -0.0052	Nke nziza 0.1638	Nke mbi -0.0071	Nke mbi -0.0688	Nke mbi -0.0104
Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 176	-	Nke mbi -0.0082	Nke mbi -0.0566	Nke mbi -0.0079	Nke nziza 0.0286	Nke nziza 0.0555	Nke mbi -0.0381	Nke mbi -2.92E-6
Answer 177	-	Nke mbi -0.0100	Nke mbi -0.0336	Nke nziza 0.0053	Nke nziza 0.0111	Nke mbi -0.0048	Nke nziza 0.0265	Nke mbi -0.0060
Answer 178	-	Nke mbi -0.0064	Nke nziza 0.0373	Nke mbi -0.0094	Nke mbi -0.0262	Nke mbi -0.0309	Nke nziza 0.0601	Nke mbi -0.0077
Answer 179	-	Nke nziza 0.0324	Nke nziza 0.0452	Nke nziza 0.0054	Nke mbi -0.0069	Nke mbi -0.0466	Nke mbi -0.0121	Nke nziza 0.0088
Answer 180	-	Nke nziza 0.0200	Nke mbi -0.0039	Nke mbi -0.0254	Nke mbi -0.0373	Nke nziza 0.0253	Nke nziza 0.0036	Nke nziza 0.0192
Answer 181	-	Nke mbi -0.0204	Nke nziza 0.1007	Nke nziza 0.0118	Nke nziza 0.0319	Nke nziza 0.0017	Nke mbi -0.0561	Nke mbi -0.0496
Answer 182	-	Nke nziza 0.0161	Nke nziza 0.0347	Nke nziza 0.0347	Nke mbi -0.0587	Nke mbi -0.0589	Nke nziza 0.0036	Nke nziza 0.0513
Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 183	-	Nke nziza 0.0574	Nke nziza 0.0793	Nke nziza 0.0086	Nke mbi -0.0349	Nke nziza 0.0351	Nke mbi -0.0500	Nke mbi -0.0527
Answer 184	-	Nke nziza 0.0121	Nke nziza 0.0095	Nke nziza 0.0224	Nke mbi -0.0552	Nke mbi -0.0052	Nke nziza 0.0523	Nke mbi -0.0201
Answer 185	-	Nke nziza 0.0276	Nke mbi -0.0323	Nke mbi -0.0504	Nke nziza 0.0151	Nke mbi -0.0294	Nke nziza 0.0769	Nke mbi -0.0010
Answer 186	-	Nke nziza 0.0086	Nke nziza 0.0365	Nke nziza 0.0013	Nke mbi -0.0269	Nke mbi -0.0390	Nke nziza 0.0067	Nke nziza 0.0275
Answer 187	-	Nke nziza 0.0095	Nke mbi -0.0069	Nke nziza 0.0111	Nke mbi -0.0296	Nke nziza 0.0060	Nke nziza 0.0691	Nke mbi -0.0457
Answer 188	-	Nke mbi -0.0059	Nke mbi -0.0289	Nke nziza 0.0120	Nke nziza 0.0011	Nke nziza 0.0426	Nke mbi -0.0282	Nke mbi -0.0070
Answer 189	-	Nke mbi -0.0773	Nke mbi -0.0385	Nke mbi -0.0026	Nke nziza 0.0876	Nke mbi -0.0125	Nke mbi -0.0765	Nke nziza 0.0666
Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 190	-	Nke nziza 0.0107	Nke mbi -0.0513	Nke mbi -0.0347	Nke nziza 0.0232	Nke nziza 0.0720	Nke mbi -0.0609	Nke nziza 0.0150
Answer 191	-	Nke mbi -0.0350	Nke mbi -0.0319	Nke nziza 0.0052	Nke nziza 0.0019	Nke mbi -0.0082	Nke nziza 0.0720	Nke mbi -0.0151
Answer 192	-	Nke mbi -0.0271	Nke nziza 0.0209	Nke nziza 0.0342	Nke mbi -0.0010	Nke mbi -0.0465	Nke nziza 0.0323	Nke mbi -0.0096
Answer 193	-	Nke nziza 0.0606	Nke nziza 0.0785	Nke nziza 0.0035	Nke mbi -0.0197	Nke mbi -0.0574	Nke mbi -0.0101	Nke mbi -0.0103
Answer 194	-	Nke nziza 0.0105	Nke nziza 0.0401	Nke mbi -0.0259	Nke mbi -0.0194	Nke mbi -0.0088	Nke nziza 0.0383	Nke mbi -0.0136
Answer 195	-	Nke nziza 0.0050	Nke nziza 0.0353	Nke nziza 0.0167	Nke nziza 0.0120	Nke mbi -0.0179	Nke mbi -0.0583	Nke nziza 0.0163
Answer 196	-	Nke nziza 0.0083	Nke nziza 0.0272	Nke nziza 0.0504	Nke mbi -0.0518	Nke mbi -0.0162	Nke mbi -0.0332	Nke nziza 0.0294
5) Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 197	-	Nke mbi -0.0447	Nke mbi -0.0292	Nke nziza 0.0265	Nke nziza 0.1778	Nke mbi -0.0528	Nke mbi -0.1261	Nke nziza 0.0064
Answer 198	-	Nke mbi -0.0070	Nke mbi -0.0150	Nke mbi -0.0254	Nke mbi -0.0378	Nke nziza 0.0127	Nke nziza 0.0666	Nke nziza 0.0074
Answer 199	-	Nke nziza 0.0124	Nke mbi -0.0319	Nke nziza 0.0102	Nke mbi -0.1107	Nke nziza 0.0802	Nke nziza 0.0536	Nke mbi -0.0125
Answer 200	-	Nke nziza 0.0696	Nke nziza 0.0689	Nke mbi -0.0307	Nke mbi -0.0878	Nke mbi -0.0167	Nke nziza 0.0294	Nke nziza 0.0158
Answer 201	-	Nke nziza 0.0166	Nke nziza 0.0005	Nke nziza 0.0134	Nke mbi -0.0480	Nke mbi -0.0181	Nke nziza 0.0415	Nke nziza 0.0036
Answer 202	-	Nke mbi -0.0082	Nke nziza 0.0173	Nke mbi -0.0154	Nke mbi -0.0139	Nke nziza 0.0314	Nke nziza 0.0155	Nke mbi -0.0191
Answer 203	-	Nke nziza 0.0331	Nke nziza 0.1224	Nke nziza 0.0139	Nke mbi -0.0562	Nke mbi -0.0209	Nke nziza 0.0033	Nke mbi -0.0393
Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 204	-	Nke nziza 0.0802	Nke nziza 0.0632	Nke mbi -0.0220	Nke mbi -0.1212	Nke nziza 0.0233	Nke mbi -0.0013	Nke nziza 0.0277
Answer 205	-	Nke nziza 0.0559	Nke nziza 0.0438	Nke mbi -0.0197	Nke mbi -0.1527	Nke nziza 0.0145	Nke nziza 0.0007	Nke nziza 0.0899
Answer 206	-	Nke mbi -0.0069	Nke mbi -0.0342	Nke nziza 0.0031	Nke mbi -0.0687	Nke nziza 0.0347	Nke nziza 0.0362	Nke nziza 0.0249
Answer 207	-	Nke nziza 0.0130	Nke nziza 0.0142	Nke mbi -0.0199	Nke mbi -0.0302	Nke mbi -0.0182	Nke nziza 0.0160	Nke nziza 0.0348
Answer 208	-	Nke nziza 0.0028	Nke mbi -0.0087	Nke mbi -0.0124	Nke nziza 0.0141	Nke nziza 0.0099	Nke nziza 0.0438	Nke mbi -0.0477
Answer 209	-	Nke mbi -0.0426	Nke mbi -0.0760	Nke nziza 0.0046	Nke nziza 0.0425	Nke nziza 0.0052	Nke nziza 0.0365	Nke mbi -0.0053
Answer 210	-	Nke mbi -0.0441	Nke nziza 0.0270	Nke nziza 0.0388	Nke nziza 0.1766	Nke mbi -0.0450	Nke mbi -0.0980	Nke mbi -0.0706
Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 211	-	Nke mbi -0.0382	Nke mbi -0.0438	Nke nziza 0.0732	Nke nziza 0.0993	Nke mbi -0.0461	Nke mbi -0.1307	Nke nziza 0.0449
Answer 212	-	Nke mbi -0.0437	Nke mbi -0.0224	Nke mbi -0.0106	Nke nziza 0.0215	Nke mbi -0.0169	Nke nziza 0.0457	Nke nziza 0.0084
Answer 213	-	Nke nziza 0.0257	Nke mbi -0.0039	Nke mbi -0.0321	Nke mbi -0.0821	Nke nziza 0.0469	Nke nziza 0.0457	Nke nziza 0.0099
Answer 214	-	Nke nziza 0.0427	Nke nziza 0.0685	Nke mbi -0.0676	Nke mbi -0.0194	Nke nziza 0.0074	Nke mbi -0.0027	Nke nziza 0.0029
Answer 215	-	Nke nziza 0.0490	Nke nziza 0.0332	Nke mbi -0.0023	Nke mbi -0.0418	Nke nziza 0.0234	Nke nziza 0.0471	Nke mbi -0.0723
Answer 216	-	Nke nziza 0.0161	Nke nziza 0.0147	Nke mbi -0.0049	Nke mbi -0.0152	Nke nziza 0.0175	Nke nziza 0.0480	Nke mbi -0.0550
Answer 217	-	Nke nziza 0.0273	Nke nziza 0.0291	Nke mbi -0.0075	Nke mbi -0.0720	Nke nziza 0.0209	Nke nziza 0.0506	Nke mbi -0.0220
Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 218	-	Nke mbi -0.0621	Nke mbi -0.0456	Nke nziza 0.0821	Nke nziza 0.1228	Nke mbi -0.0421	Nke mbi -0.0783	Nke mbi -0.0176
Answer 219	-	Nke mbi -0.0233	Nke nziza 0.0189	Nke mbi -0.0365	Nke mbi -0.0172	Nke mbi -0.0129	Nke nziza 0.0245	Nke nziza 0.0434
Answer 220	-	Nke mbi -0.0044	Nke mbi -0.0010	Nke mbi -0.0056	Nke nziza 0.0101	Nke nziza 0.0014	Nke nziza 0.0336	Nke mbi -0.0285
Answer 221	-	Nke nziza 0.0603	Nke nziza 0.0310	Nke mbi -0.0385	Nke mbi -0.0767	Nke nziza 0.0398	Nke mbi -0.0012	Nke nziza 0.0121
Answer 222	-	Nke nziza 0.0405	Nke nziza 0.0041	Nke nziza 0.0126	Nke mbi -0.1013	Nke nziza 0.0315	Nke nziza 0.0607	Nke mbi -0.0253
Answer 223	-	Nke nziza 0.0218	Nke mbi -0.0241	Nke mbi -0.0359	Nke nziza 0.0029	Nke nziza 0.0280	Nke nziza 0.0137	Nke mbi -0.0070
Answer 224	-	Nke nziza 0.0337	Nke nziza 0.0449	Nke mbi -0.0280	Nke mbi -0.0310	Nke mbi -0.0083	Nke mbi -0.0044	Nke nziza 0.0183
Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 225	-	Nke nziza 0.0561	Nke nziza 0.0893	Nke nziza 0.0153	Nke mbi -0.0660	Nke mbi -0.0036	Nke mbi -0.0074	Nke mbi -0.0286
Answer 226	-	Nke nziza 0.0872	Nke nziza 0.0405	Nke mbi -0.0147	Nke mbi -0.0500	Nke nziza 0.0377	Nke nziza 0.0033	Nke mbi -0.0566
Answer 227	-	Nke mbi -0.0278	Nke mbi -0.0013	Nke mbi -0.0387	Nke mbi -0.0212	Nke nziza 0.0444	Nke nziza 0.0523	Nke mbi -0.0101
Answer 228	-	Nke mbi -0.0072	Nke nziza 0.0292	Nke mbi -0.0040	Nke nziza 0.0031	Nke mbi -0.0226	Nke nziza 0.0390	Nke mbi -0.0269
Answer 229	-	Nke mbi -0.0047	Nke mbi -0.0182	Nke mbi -0.0023	Nke mbi -0.0137	Nke mbi -0.0556	Nke nziza 0.0298	Nke nziza 0.0555
Answer 230	-	Nke mbi -0.0221	Nke mbi -0.0598	Nke nziza 0.0012	Nke nziza 0.0353	Nke nziza 0.0292	Nke nziza 0.0203	Nke mbi -0.0274
Answer 231	-	Nke mbi -0.0489	Nke mbi -0.0360	Nke nziza 0.0319	Nke nziza 0.0662	Nke mbi -0.0325	Nke mbi -0.0952	Nke nziza 0.0695
Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 232	-	Nke nziza 0.0175	Nke nziza 0.0364	Nke nziza 0.0099	Nke mbi -0.0269	Nke mbi -0.0127	Nke mbi -0.0083	Nke nziza 0.0015
Answer 233	-	Nke mbi -0.0104	Nke nziza 0.0356	Nke nziza 0.0035	Nke mbi -0.0037	Nke mbi -0.0363	Nke mbi -0.0045	Nke nziza 0.0218
Answer 234	-	Nke nziza 0.0123	Nke mbi -0.0477	Nke nziza 0.0084	Nke mbi -0.0341	Nke mbi -0.0085	Nke mbi -0.0042	Nke nziza 0.0625
Answer 235	-	Nke nziza 0.0305	Nke nziza 0.0797	Nke nziza 0.0254	Nke mbi -0.0004	Nke mbi -0.0169	Nke mbi -0.0297	Nke mbi -0.0489
Answer 236	-	Nke mbi -0.0009	Nke nziza 0.0406	Nke mbi -0.0479	Nke mbi -0.0129	Nke nziza 0.0164	Nke nziza 0.0581	Nke mbi -0.0346
Answer 237	-	Nke mbi -0.0528	Nke mbi -0.0353	Nke mbi -0.0370	Nke nziza 0.0276	Nke nziza 0.0513	Nke nziza 0.0257	Nke mbi -0.0111
Answer 238	-	Nke nziza 0.0129	Nke mbi -0.0529	Nke nziza 0.0268	Nke nziza 0.0172	Nke mbi -0.0077	Nke mbi -0.0236	Nke nziza 0.0121
Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 239	-	Nke mbi -0.0097	Nke nziza 0.0834	Nke nziza 0.0346	Nke mbi -0.0133	Nke nziza 0.0036	Nke mbi -0.0125	Nke mbi -0.0569
Answer 240	-	Nke nziza 0.0858	Nke mbi -0.0093	Nke nziza 0.0230	Nke mbi -0.0150	Nke mbi -0.0329	Nke nziza 0.0289	Nke mbi -0.0455
Answer 241	-	Nke mbi -0.0108	Nke nziza 0.0249	Nke mbi -0.0222	Nke nziza 0.0072	Nke nziza 0.0511	Nke nziza 0.0418	Nke mbi -0.0823
Answer 242	-	Nke nziza 0.0353	Nke nziza 0.0392	Nke mbi -0.0425	Nke mbi -0.0379	Nke mbi -0.0503	Nke nziza 0.0284	Nke nziza 0.0506
Answer 243	-	Nke mbi -0.0400	Nke mbi -0.0121	Nke mbi -0.0457	Nke nziza 0.0337	Nke nziza 0.0341	Nke nziza 0.0174	Nke mbi -0.0056
Answer 244	-	Nke mbi -0.0415	Nke mbi -0.0732	Nke nziza 0.0238	Nke mbi -0.0223	Nke nziza 0.0112	Nke mbi -0.0027	Nke nziza 0.0645
Answer 245	-	Nke mbi -0.0178	Nke mbi -0.0242	Nke nziza 0.0229	Nke nziza 0.0378	Nke mbi -0.0154	Nke mbi -0.0839	Nke nziza 0.0554
6) Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 246	-	Nke nziza 0.0265	Nke nziza 0.1105	Nke mbi -0.0016	Nke mbi -0.0436	Nke nziza 0.0204	Nke mbi -0.0213	Nke mbi -0.0444
Answer 247	-	Nke nziza 0.0277	Nke nziza 0.0575	Nke nziza 0.0272	Nke nziza 0.0056	Nke mbi -0.0732	Nke nziza 0.0779	Nke mbi -0.0792
Answer 248	-	Nke nziza 0.0328	Nke mbi -0.0143	Nke mbi -0.0155	Nke nziza 0.0306	Nke nziza 0.0608	Nke mbi -0.0077	Nke mbi -0.0796
Answer 249	-	Nke mbi -0.0047	Nke mbi -0.0015	Nke mbi -0.0416	Nke mbi -0.0167	Nke mbi -0.0217	Nke mbi -0.0036	Nke nziza 0.0803
Answer 250	-	Nke mbi -0.0325	Nke nziza 0.0044	Nke nziza 0.0013	Nke nziza 0.0095	Nke mbi -0.0249	Nke nziza 0.0367	Nke nziza 0.0007
Answer 251	-	Nke mbi -0.0120	Nke mbi -0.0656	Nke nziza 0.0006	Nke nziza 0.0073	Nke nziza 0.0071	Nke nziza 0.0397	Nke nziza 0.0042
Answer 252	-	Nke mbi -0.0326	Nke mbi -0.0519	Nke nziza 0.0183	Nke mbi -0.0033	Nke nziza 0.0203	Nke mbi -0.0999	Nke nziza 0.1029
Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 253	-	Nke mbi -0.0535	Nke mbi -0.0486	Nke nziza 0.0529	Nke nziza 0.0214	Nke nziza 0.0036	Nke mbi -0.1085	Nke nziza 0.0839
Answer 254	-	Nke mbi -0.0310	Nke mbi -0.0545	Nke mbi -0.0166	Nke nziza 0.0129	Nke nziza 0.0177	Nke nziza 0.0415	Nke nziza 0.0078
Answer 255	-	Nke nziza 0.0186	Nke mbi -0.0185	Nke mbi -0.0594	Nke mbi -0.0453	Nke nziza 0.0316	Nke nziza 0.0784	Nke mbi -0.0022
Answer 256	-	Nke nziza 0.0279	Nke nziza 0.0319	Nke mbi -0.0353	Nke mbi -0.0285	Nke mbi -0.0147	Nke nziza 0.0453	Nke mbi -0.0042
Answer 257	-	Nke nziza 0.0628	Nke nziza 0.0514	Nke mbi -0.0054	Nke nziza 0.0261	Nke nziza 0.0021	Nke mbi -0.0207	Nke mbi -0.0785
Answer 258	-	Nke mbi -0.0001	Nke nziza 0.0522	Nke nziza 0.0405	Nke nziza 0.0436	Nke mbi -0.0798	Nke nziza 0.0004	Nke mbi -0.0353
Answer 259	-	Nke nziza 0.0422	Nke nziza 0.0954	Nke nziza 0.0266	Nke mbi -0.0570	Nke nziza 0.0187	Nke mbi -0.0259	Nke mbi -0.0493
Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 260	-	Nke nziza 0.0591	Nke nziza 0.0953	Nke nziza 0.0171	Nke mbi -0.0663	Nke nziza 0.0198	Nke mbi -0.0142	Nke mbi -0.0548
Answer 261	-	Nke mbi -0.0153	Nke nziza 0.0556	Nke mbi -0.0267	Nke nziza 0.0026	Nke mbi -0.0061	Nke nziza 0.0505	Nke mbi -0.0372
Answer 262	-	Nke nziza 0.0622	Nke mbi -9.43E-5	Nke mbi -0.0314	Nke nziza 0.0066	Nke nziza 0.0611	Nke mbi -0.0135	Nke mbi -0.0700
Answer 263	-	Nke mbi -0.0029	Nke mbi -0.0119	Nke mbi -0.0272	Nke nziza 0.0029	Nke mbi -0.0228	Nke nziza 0.0083	Nke nziza 0.0454
Answer 264	-	Nke nziza 0.0014	Nke mbi -0.0149	Nke mbi -0.0005	Nke mbi -0.0005	Nke mbi -0.0611	Nke nziza 0.0542	Nke nziza 0.0199
Answer 265	-	Nke mbi -0.0321	Nke mbi -0.0680	Nke nziza 0.0240	Nke mbi -0.0148	Nke mbi -0.0114	Nke nziza 0.0872	Nke mbi -0.0058
Answer 266	-	Nke mbi -0.0532	Nke mbi -0.0429	Nke nziza 0.0373	Nke nziza 0.0534	Nke nziza 0.0083	Nke mbi -0.1425	Nke nziza 0.0897
Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 267	-	Nke mbi -0.0442	Nke mbi -0.0208	Nke nziza 0.0494	Nke nziza 0.0848	Nke mbi -0.0368	Nke mbi -0.1300	Nke nziza 0.0578
Answer 268	-	Nke mbi -0.0311	Nke mbi -0.0491	Nke mbi -0.0051	Nke mbi -0.0148	Nke mbi -0.0061	Nke nziza 0.0699	Nke nziza 0.0170
Answer 269	-	Nke nziza 0.0131	Nke mbi -0.0146	Nke mbi -0.0303	Nke nziza 0.0040	Nke nziza 0.0281	Nke mbi -0.0027	Nke nziza 0.0005
Answer 270	-	Nke nziza 0.0021	Nke nziza 0.0573	Nke mbi -0.0444	Nke mbi -0.0414	Nke nziza 0.0138	Nke nziza 0.0505	Nke mbi -0.0113
Answer 271	-	Nke nziza 0.0586	Nke mbi -0.0107	Nke mbi -0.0211	Nke mbi -0.0365	Nke nziza 0.0171	Nke nziza 0.0604	Nke mbi -0.0470
Answer 272	-	Nke nziza 0.0496	Nke nziza 0.0676	Nke nziza 0.0140	Nke mbi -0.0381	Nke mbi -0.0193	Nke nziza 0.0519	Nke mbi -0.0725
Answer 273	-	Nke nziza 0.0397	Nke nziza 0.0843	Nke nziza 0.0194	Nke mbi -0.0539	Nke nziza 0.0457	Nke mbi -0.0525	Nke mbi -0.0430
Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 274	-	Nke mbi -0.0025	Nke nziza 0.0079	Nke nziza 0.0453	Nke nziza 0.0630	Nke mbi -0.0537	Nke mbi -0.1178	Nke nziza 0.0446
Answer 275	-	Nke mbi -0.0091	Nke mbi -0.0310	Nke nziza 0.0207	Nke mbi -0.0029	Nke mbi -0.0184	Nke nziza 0.0345	Nke mbi -0.0028
Answer 276	-	Nke mbi -0.0074	Nke mbi -0.0412	Nke mbi -2.34E-5	Nke nziza 0.0141	Nke mbi -0.0049	Nke nziza 0.0133	Nke nziza 0.0121
Answer 277	-	Nke mbi -0.0170	Nke mbi -0.0136	Nke mbi -0.0660	Nke mbi -0.0347	Nke nziza 0.0599	Nke nziza 0.0387	Nke nziza 0.0212
Answer 278	-	Nke nziza 0.0129	Nke nziza 0.0234	Nke mbi -0.0108	Nke mbi -0.0094	Nke nziza 0.0199	Nke nziza 0.0628	Nke mbi -0.0752
Answer 279	-	Nke nziza 0.0388	Nke nziza 0.0349	Nke nziza 0.0062	Nke mbi -0.0468	Nke mbi -0.0177	Nke nziza 0.0292	Nke mbi -0.0141
Answer 280	-	Nke nziza 0.0101	Nke nziza 0.0859	Nke mbi -0.0070	Nke mbi -0.0187	Nke nziza 0.0463	Nke mbi -0.0360	Nke mbi -0.0482
Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 281	-	Nke nziza 0.0474	Nke nziza 0.0844	Nke nziza 0.0537	Nke mbi -0.0428	Nke mbi -0.0001	Nke mbi -0.0258	Nke mbi -0.0653
Answer 282	-	Nke nziza 0.0979	Nke nziza 0.0333	Nke mbi -0.0201	Nke mbi -0.0249	Nke mbi -0.0101	Nke nziza 0.0117	Nke mbi -0.0418
Answer 283	-	Nke nziza 0.0119	Nke nziza 0.0256	Nke mbi -0.0100	Nke nziza 0.0194	Nke nziza 0.0321	Nke nziza 0.0241	Nke mbi -0.0845
Answer 284	-	Nke nziza 0.0010	Nke nziza 0.0153	Nke mbi -0.0429	Nke mbi -0.0186	Nke nziza 0.0017	Nke nziza 0.0693	Nke mbi -0.0164
Answer 285	-	Nke mbi -0.0318	Nke mbi -0.0377	Nke nziza 0.0333	Nke nziza 0.0387	Nke mbi -0.0650	Nke mbi -0.0007	Nke nziza 0.0414
Answer 286	-	Nke mbi -0.0698	Nke mbi -0.0279	Nke mbi -0.0438	Nke nziza 0.0222	Nke nziza 0.0196	Nke nziza 0.0408	Nke nziza 0.0234
Answer 287	-	Nke mbi -0.0450	Nke mbi -0.0756	Nke nziza 0.0437	Nke nziza 0.0071	Nke nziza 0.0111	Nke mbi -0.1171	Nke nziza 0.1205
Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 288	-	Nke mbi -0.0334	Nke nziza 0.0204	Nke nziza 0.0628	Nke nziza 0.0387	Nke mbi -0.0473	Nke mbi -0.1105	Nke nziza 0.0528
Answer 289	-	Nke mbi -0.0032	Nke mbi -0.0883	Nke mbi -0.0326	Nke mbi -0.0075	Nke nziza 0.0278	Nke nziza 0.0578	Nke nziza 0.0195
Answer 290	-	Nke mbi -0.0425	Nke mbi -0.0086	Nke mbi -0.0100	Nke mbi -0.0059	Nke nziza 0.0240	Nke nziza 0.0485	Nke mbi -0.0162
Answer 291	-	Nke nziza 0.0897	Nke nziza 0.0366	Nke mbi -0.0400	Nke mbi -0.0379	Nke mbi -0.0227	Nke nziza 0.0406	Nke mbi -0.0241
Answer 292	-	Nke nziza 0.0272	Nke nziza 0.0301	Nke mbi -0.0292	Nke nziza 0.0099	Nke nziza 0.0472	Nke nziza 0.0111	Nke mbi -0.0727
Answer 293	-	Nke nziza 0.0230	Nke nziza 0.0531	Nke nziza 0.0123	Nke nziza 0.0035	Nke mbi -0.0013	Nke mbi -0.0069	Nke mbi -0.0529
Answer 294	-	Nke nziza 0.0206	Nke nziza 0.1304	Nke nziza 0.0084	Nke mbi -0.0731	Nke nziza 0.0015	Nke mbi -0.0026	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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