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 84837 results from 170 countries, results clustered into 7942 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 = 0.0493

Kugabura bisanzwe, by umucumu r = 0.002

Erekana ibisubizo gusa > r = 0.0493

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 -0.0644	Nke nziza 0.0712	Nke mbi -0.0410	Nke nziza 0.0351	Nke mbi -0.0384	Nke mbi -0.0090	Nke nziza 0.0458
Answer 2	-	Nke mbi -0.0237	Nke mbi -0.0328	Nke nziza 0.0225	Nke nziza 0.0374	Nke mbi -0.0114	Nke mbi -0.0312	Nke nziza 0.0163
Answer 3	-	Nke nziza 0.0444	Nke mbi -0.0297	Nke nziza 0.0119	Nke mbi -0.0322	Nke nziza 0.0029	Nke nziza 0.0505	Nke mbi -0.0345
Answer 4	-	Nke nziza 0.0417	Nke mbi -0.0147	Nke nziza 0.0246	Nke nziza 0.0024	Nke mbi -0.0136	Nke mbi -0.0558	Nke nziza 0.0167
Answer 5	-	Nke mbi -0.0012	Nke mbi -0.0126	Nke mbi -0.0130	Nke mbi -0.0244	Nke nziza 0.0761	Nke nziza 0.0499	Nke mbi -0.0740
Answer 6	-	Nke nziza 0.0632	Nke mbi -0.0304	Nke nziza 0.0446	Nke mbi -0.0352	Nke nziza 0.0126	Nke mbi -0.0176	Nke mbi -0.0213
Answer 7	-	Nke nziza 0.0336	Nke nziza 0.0261	Nke mbi -0.0351	Nke mbi -0.0630	Nke nziza 0.0254	Nke nziza 0.0206	Nke nziza 0.0100
Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 8	-	Nke nziza 0.0036	Nke nziza 0.0404	Nke nziza 0.0215	Nke mbi -0.0256	Nke mbi -0.0303	Nke mbi -0.0843	Nke nziza 0.0814
Answer 9	-	Nke mbi -0.0659	Nke mbi -0.0166	Nke nziza 0.0161	Nke nziza 0.0481	Nke mbi -0.0119	Nke nziza 0.0123	Nke mbi -0.0079
Answer 10	-	Nke mbi -0.0380	Nke mbi -0.0404	Nke mbi -0.0569	Nke mbi -0.0002	Nke nziza 0.0142	Nke nziza 0.0659	Nke nziza 0.0294
Answer 11	-	Nke nziza 0.0384	Nke nziza 0.0293	Nke nziza 0.0140	Nke mbi -0.0004	Nke mbi -0.0307	Nke nziza 0.0130	Nke mbi -0.0387
Answer 12	-	Nke nziza 0.0352	Nke nziza 0.0050	Nke mbi -0.0370	Nke nziza 0.0211	Nke nziza 0.0490	Nke nziza 0.0117	Nke mbi -0.0709
Answer 13	-	Nke nziza 0.0637	Nke mbi -0.0316	Nke nziza 0.0521	Nke mbi -0.0655	Nke nziza 0.0229	Nke mbi -0.0063	Nke mbi -0.0187
Answer 14	-	Nke nziza 0.0573	Nke nziza 0.0316	Nke mbi -0.0055	Nke mbi -0.0143	Nke nziza 0.0096	Nke mbi -0.0021	Nke mbi -0.0444
Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 15	-	Nke nziza 0.0665	Nke nziza 0.0206	Nke nziza 0.0397	Nke mbi -0.0611	Nke nziza 0.0457	Nke mbi -0.0206	Nke mbi -0.0535
Answer 16	-	Nke nziza 0.0568	Nke nziza 0.0248	Nke nziza 0.0325	Nke nziza 0.0275	Nke mbi -0.0217	Nke mbi -0.0234	Nke mbi -0.0654
Answer 17	-	Nke mbi -0.0155	Nke mbi -0.0165	Nke mbi -0.0320	Nke nziza 0.0740	Nke nziza 0.0133	Nke nziza 0.0154	Nke mbi -0.0526
Answer 18	-	Nke mbi -0.0186	Nke nziza 0.0062	Nke mbi -0.0374	Nke mbi -0.0151	Nke nziza 0.0016	Nke mbi -0.0044	Nke nziza 0.0555
Answer 19	-	Nke nziza 0.0210	Nke nziza 0.0448	Nke mbi -0.0283	Nke mbi -0.0174	Nke mbi -0.0222	Nke nziza 0.0429	Nke mbi -0.0144
Answer 20	-	Nke mbi -0.0459	Nke mbi -0.0422	Nke nziza 0.0176	Nke nziza 0.0064	Nke mbi -0.0536	Nke nziza 0.0303	Nke nziza 0.0619
Answer 21	-	Nke mbi -0.0459	Nke mbi -0.0237	Nke nziza 0.0160	Nke mbi -0.0577	Nke nziza 0.0497	Nke mbi -0.0396	Nke nziza 0.0719
Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 22	-	Nke mbi -0.0332	Nke nziza 0.0440	Nke nziza 0.0114	Nke mbi -0.0476	Nke mbi -0.0224	Nke mbi -0.0346	Nke nziza 0.0802
Answer 23	-	Nke mbi -0.0484	Nke mbi -0.0223	Nke mbi -0.0014	Nke nziza 0.0007	Nke mbi -0.0020	Nke nziza 0.0090	Nke nziza 0.0395
Answer 24	-	Nke nziza 0.0447	Nke mbi -0.0519	Nke mbi -0.0105	Nke nziza 0.0671	Nke mbi -0.0249	Nke nziza 0.0583	Nke mbi -0.0779
Answer 25	-	Nke nziza 0.0168	Nke nziza 0.0177	Nke nziza 0.0067	Nke mbi -0.0088	Nke mbi -0.0167	Nke mbi -0.0222	Nke nziza 0.0157
Answer 26	-	Nke mbi -0.0003	Nke mbi -0.0181	Nke mbi -0.0155	Nke mbi -0.0098	Nke nziza 0.0676	Nke mbi -0.0126	Nke mbi -0.0203
Answer 27	-	Nke nziza 0.0581	Nke nziza 0.0160	Nke nziza 0.0095	Nke nziza 0.0045	Nke nziza 0.0694	Nke mbi -0.0079	Nke mbi -0.1163
Answer 28	-	Nke nziza 0.0429	Nke nziza 0.0428	Nke mbi -0.0074	Nke nziza 0.0023	Nke mbi -0.0272	Nke nziza 0.0026	Nke mbi -0.0258
Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 29	-	Nke nziza 0.0895	Nke nziza 0.0383	Nke mbi -0.0076	Nke mbi -0.0290	Nke nziza 0.0345	Nke mbi -0.0271	Nke mbi -0.0566
Answer 30	-	Nke nziza 0.0277	Nke mbi -0.0253	Nke nziza 0.0305	Nke mbi -0.0560	Nke nziza 0.0292	Nke nziza 0.0146	Nke mbi -0.0097
Answer 31	-	Nke mbi -0.0183	Nke mbi -0.0427	Nke mbi -0.0114	Nke mbi -0.0275	Nke nziza 0.0403	Nke nziza 0.0045	Nke nziza 0.0293
Answer 32	-	Nke nziza 0.0309	Nke nziza 0.0348	Nke nziza 0.0343	Nke nziza 0.0097	Nke mbi -0.0282	Nke mbi -0.0215	Nke mbi -0.0378
Answer 33	-	Nke mbi -0.0080	Nke nziza 0.0081	Nke mbi -0.0163	Nke nziza 0.0189	Nke nziza 0.0340	Nke mbi -0.0362	Nke mbi -0.0051
Answer 34	-	Nke nziza 0.0010	Nke mbi -0.0330	Nke mbi -0.0291	Nke nziza 0.0066	Nke mbi -0.0160	Nke nziza 0.0545	Nke nziza 0.0101
Answer 35	-	Nke mbi -0.0777	Nke nziza 0.0376	Nke nziza 0.0007	Nke nziza 0.0649	Nke mbi -0.0732	Nke mbi -0.0085	Nke nziza 0.0375
Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 36	-	Nke nziza 0.0858	Nke nziza 0.0315	Nke mbi -0.0148	Nke mbi -0.0621	Nke nziza 0.0612	Nke nziza 0.0131	Nke mbi -0.0688
Answer 37	-	Nke nziza 0.0545	Nke nziza 0.0237	Nke nziza 0.0174	Nke mbi -0.0111	Nke nziza 0.0048	Nke mbi -0.0088	Nke mbi -0.0531
Answer 38	-	Nke mbi -0.0613	Nke mbi -0.0475	Nke mbi -0.0172	Nke nziza 0.0346	Nke nziza 0.0657	Nke mbi -0.0040	Nke mbi -0.0122
Answer 39	-	Nke nziza 0.0265	Nke mbi -0.0123	Nke nziza 0.0047	Nke mbi -0.0184	Nke mbi -0.0683	Nke nziza 0.0256	Nke nziza 0.0496
Answer 40	-	Nke mbi -0.0372	Nke mbi -0.0277	Nke mbi -0.0013	Nke nziza 0.0243	Nke mbi -0.0194	Nke nziza 0.0344	Nke nziza 0.0100
Answer 41	-	Nke mbi -0.0398	Nke mbi -0.0226	Nke mbi -0.0147	Nke nziza 0.0462	Nke mbi -0.0663	Nke nziza 0.0118	Nke nziza 0.0633
Answer 42	-	Nke mbi -0.0207	Nke nziza 0.0580	Nke nziza 0.0256	Nke mbi -0.0221	Nke nziza 0.0070	Nke mbi -0.0619	Nke nziza 0.0203
Ubwigenge (ni bangahe wemera cyangwa utemeranya?)
Answer 43	-	Nke mbi -0.0500	Nke nziza 0.0401	Nke nziza 0.0462	Nke nziza 0.0196	Nke mbi -0.0641	Nke mbi -0.0740	Nke nziza 0.0709
Answer 44	-	Nke mbi -0.0090	Nke mbi -0.0509	Nke mbi -0.0257	Nke nziza 0.0047	Nke nziza 0.0211	Nke nziza 0.0712	Nke mbi -0.0242
Answer 45	-	Nke mbi -0.0099	Nke nziza 0.0084	Nke mbi -0.0243	Nke mbi -0.0131	Nke nziza 0.0390	Nke nziza 0.0241	Nke mbi -0.0250
Answer 46	-	Nke nziza 0.0533	Nke mbi -0.0145	Nke nziza 0.0092	Nke mbi -0.0242	Nke nziza 0.0166	Nke nziza 0.0112	Nke mbi -0.0317
Answer 47	-	Nke nziza 0.0356	Nke mbi -0.0065	Nke mbi -0.0221	Nke nziza 0.0285	Nke nziza 0.0017	Nke nziza 0.0120	Nke mbi -0.0380
Answer 48	-	Nke nziza 0.0342	Nke nziza 0.0222	Nke nziza 0.0112	Nke mbi -0.0079	Nke nziza 0.0049	Nke mbi -0.0415	Nke mbi -0.0080
Answer 49	-	Nke nziza 0.0380	Nke nziza 0.0114	Nke mbi -0.0232	Nke mbi -0.0309	Nke nziza 0.0232	Nke mbi -0.0143	Nke nziza 0.0071
2) Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 50	-	Nke mbi -0.0477	Nke mbi -0.0104	Nke nziza 0.0126	Nke nziza 0.0633	Nke mbi -0.0375	Nke mbi -0.1023	Nke nziza 0.0870
Answer 51	-	Nke mbi -0.0073	Nke mbi -0.0134	Nke nziza 0.0061	Nke mbi -0.0196	Nke nziza 0.0036	Nke nziza 0.0267	Nke nziza 0.0011
Answer 52	-	Nke nziza 0.0289	Nke mbi -0.0465	Nke mbi -0.0115	Nke mbi -0.0189	Nke nziza 0.0013	Nke nziza 0.0894	Nke mbi -0.0383
Answer 53	-	Nke nziza 0.0071	Nke mbi -0.0012	Nke mbi -0.0129	Nke mbi -0.0137	Nke mbi -0.0016	Nke mbi -0.0102	Nke nziza 0.0278
Answer 54	-	Nke nziza 0.0130	Nke nziza 0.0388	Nke nziza 0.0076	Nke mbi -0.0036	Nke nziza 0.0156	Nke nziza 0.0005	Nke mbi -0.0490
Answer 55	-	Nke nziza 0.0424	Nke nziza 0.0097	Nke mbi -0.0144	Nke mbi -0.0095	Nke nziza 0.0637	Nke nziza 0.0097	Nke mbi -0.0786
Answer 56	-	Nke nziza 0.0040	Nke nziza 0.1063	Nke nziza 0.0019	Nke mbi -0.0358	Nke mbi -0.0140	Nke nziza 0.0114	Nke mbi -0.0328
Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 57	-	Nke nziza 0.0685	Nke nziza 0.0931	Nke nziza 0.0493	Nke mbi -0.0856	Nke nziza 0.0052	Nke mbi -0.0360	Nke mbi -0.0341
Answer 58	-	Nke nziza 0.0630	Nke nziza 0.0268	Nke mbi -0.0414	Nke mbi -0.0202	Nke nziza 0.0096	Nke nziza 0.0764	Nke mbi -0.0772
Answer 59	-	Nke mbi -0.0122	Nke mbi -0.0249	Nke nziza 0.0198	Nke nziza 0.0037	Nke nziza 0.0013	Nke nziza 0.0136	Nke mbi -0.0081
Answer 60	-	Nke nziza 0.0117	Nke mbi -0.0253	Nke mbi -0.0006	Nke mbi -0.0146	Nke nziza 0.0076	Nke nziza 0.0056	Nke nziza 0.0096
Answer 61	-	Nke mbi -0.0017	Nke nziza 0.0208	Nke nziza 0.0100	Nke nziza 0.0151	Nke mbi -0.0136	Nke mbi -0.0222	Nke mbi -0.0026
Answer 62	-	Nke mbi -0.0569	Nke mbi -0.0811	Nke nziza 0.0060	Nke nziza 0.0049	Nke nziza 0.0052	Nke nziza 0.0112	Nke nziza 0.0638
Answer 63	-	Nke mbi -0.0523	Nke nziza 0.0116	Nke mbi -0.0285	Nke nziza 0.0729	Nke mbi -0.0143	Nke mbi -0.0617	Nke nziza 0.0432
Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 64	-	Nke nziza 0.0625	Nke nziza 0.0936	Nke nziza 0.0345	Nke mbi -0.0808	Nke nziza 0.0082	Nke mbi -0.0368	Nke mbi -0.0249
Answer 65	-	Nke nziza 0.0174	Nke nziza 0.0629	Nke mbi -0.0131	Nke mbi -0.0444	Nke nziza 0.0210	Nke nziza 0.0298	Nke mbi -0.0430
Answer 66	-	Nke nziza 0.0564	Nke mbi -0.0432	Nke mbi -0.0032	Nke mbi -0.0121	Nke nziza 0.0164	Nke nziza 0.0180	Nke mbi -0.0220
Answer 67	-	Nke nziza 0.0086	Nke nziza 0.0432	Nke mbi -0.0085	Nke mbi -0.0161	Nke mbi -0.0407	Nke nziza 0.0346	Nke mbi -0.0005
Answer 68	-	Nke mbi -0.0545	Nke mbi -0.0314	Nke mbi -0.0150	Nke nziza 0.0588	Nke nziza 0.0077	Nke nziza 0.0218	Nke mbi -0.0156
Answer 69	-	Nke mbi -0.0441	Nke mbi -0.0568	Nke nziza 0.0512	Nke nziza 0.0093	Nke mbi -0.0269	Nke mbi -0.0188	Nke nziza 0.0522
Answer 70	-	Nke mbi -0.0436	Nke mbi -0.0369	Nke mbi -0.0405	Nke nziza 0.0718	Nke nziza 0.0123	Nke mbi -0.0528	Nke nziza 0.0463
Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 71	-	Nke nziza 0.0052	Nke mbi -0.0528	Nke nziza 0.0023	Nke mbi -0.0136	Nke nziza 0.0186	Nke mbi -0.0500	Nke nziza 0.0647
Answer 72	-	Nke mbi -0.0399	Nke mbi -0.0644	Nke nziza 0.0235	Nke nziza 0.0569	Nke mbi -0.0076	Nke mbi -0.0435	Nke nziza 0.0356
Answer 73	-	Nke nziza 0.0108	Nke nziza 0.0108	Nke mbi -0.0150	Nke mbi -0.0129	Nke nziza 0.0099	Nke nziza 0.0279	Nke mbi -0.0221
Answer 74	-	Nke nziza 0.0491	Nke nziza 0.0388	Nke mbi -0.0270	Nke mbi -0.0178	Nke mbi -0.0323	Nke nziza 0.0325	Nke mbi -0.0108
Answer 75	-	Nke mbi -0.0170	Nke nziza 0.0264	Nke mbi -0.0094	Nke mbi -0.0010	Nke nziza 0.0131	Nke nziza 0.0482	Nke mbi -0.0495
Answer 76	-	Nke nziza 0.0053	Nke nziza 0.0700	Nke mbi -0.0083	Nke mbi -0.0064	Nke mbi -0.0062	Nke nziza 0.0356	Nke mbi -0.0585
Answer 77	-	Nke nziza 0.0117	Nke nziza 0.0604	Nke nziza 0.0325	Nke mbi -0.0486	Nke mbi -0.0054	Nke mbi -0.0107	Nke mbi -0.0126
Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 78	-	Nke nziza 0.0348	Nke nziza 0.0454	Nke nziza 0.0472	Nke mbi -0.0786	Nke mbi -0.0591	Nke mbi -0.0235	Nke nziza 0.0594
Answer 79	-	Nke nziza 0.0157	Nke nziza 0.0606	Nke nziza 0.0010	Nke mbi -0.0445	Nke mbi -0.0298	Nke nziza 0.0180	Nke nziza 0.0051
Answer 80	-	Nke nziza 0.0247	Nke mbi -0.0355	Nke nziza 0.0232	Nke mbi -0.0792	Nke nziza 0.0190	Nke nziza 0.0071	Nke nziza 0.0419
Answer 81	-	Nke mbi -0.0109	Nke nziza 0.0063	Nke nziza 0.0002	Nke mbi -0.0479	Nke mbi -0.0041	Nke nziza 0.0452	Nke nziza 0.0155
Answer 82	-	Nke mbi -0.0401	Nke mbi -0.0185	Nke nziza 0.0165	Nke mbi -0.0025	Nke nziza 0.0059	Nke nziza 0.0140	Nke nziza 0.0068
Answer 83	-	Nke mbi -0.0190	Nke mbi -0.0592	Nke mbi -0.0533	Nke nziza 0.0460	Nke nziza 0.0391	Nke nziza 0.0541	Nke mbi -0.0311
Answer 84	-	Nke mbi -0.0015	Nke nziza 0.0118	Nke mbi -0.0142	Nke nziza 0.1518	Nke nziza 0.0113	Nke mbi -0.1013	Nke mbi -0.0669
Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 85	-	Nke mbi -0.0366	Nke nziza 0.0081	Nke nziza 0.0031	Nke nziza 0.1123	Nke nziza 0.0030	Nke mbi -0.1260	Nke nziza 0.0085
Answer 86	-	Nke mbi -0.0233	Nke mbi -0.0553	Nke nziza 0.0342	Nke mbi -0.0181	Nke mbi -0.0271	Nke nziza 0.0618	Nke nziza 0.0107
Answer 87	-	Nke nziza 0.0033	Nke mbi -0.0033	Nke mbi -0.0312	Nke mbi -0.0455	Nke nziza 0.0166	Nke nziza 0.0631	Nke nziza 0.0054
Answer 88	-	Nke nziza 0.0494	Nke nziza 0.0124	Nke mbi -0.0340	Nke mbi -0.0630	Nke nziza 0.0138	Nke nziza 0.0214	Nke nziza 0.0194
Answer 89	-	Nke nziza 0.0483	Nke nziza 0.0189	Nke nziza 0.0372	Nke nziza 0.0019	Nke mbi -0.0345	Nke mbi -0.0033	Nke mbi -0.0409
Answer 90	-	Nke nziza 0.0408	Nke nziza 0.0355	Nke mbi -0.0244	Nke mbi -0.0297	Nke nziza 0.0233	Nke nziza 0.0062	Nke mbi -0.0266
Answer 91	-	Nke mbi -0.0363	Nke nziza 0.0524	Nke mbi -0.0094	Nke mbi -0.0397	Nke nziza 0.0320	Nke nziza 0.0114	Nke mbi -0.0038
Ubuhanga bwibidukikije (ni bangahe wemera cyangwa utemeranya?)
Answer 92	-	Nke nziza 0.0568	Nke nziza 0.0549	Nke nziza 0.0170	Nke mbi -0.0951	Nke nziza 0.0209	Nke nziza 0.0340	Nke mbi -0.0386
Answer 93	-	Nke nziza 0.0117	Nke nziza 0.0449	Nke nziza 0.0012	Nke mbi -0.0398	Nke mbi -0.0114	Nke nziza 0.0074	Nke nziza 0.0045
Answer 94	-	Nke nziza 0.0412	Nke mbi -0.0224	Nke mbi -0.0121	Nke mbi -0.0299	Nke nziza 0.0036	Nke nziza 0.0455	Nke mbi -0.0134
Answer 95	-	Nke mbi -0.0230	Nke mbi -0.0194	Nke nziza 0.0287	Nke nziza 0.0097	Nke mbi -0.0127	Nke nziza 0.0139	Nke mbi -0.0093
Answer 96	-	Nke mbi -0.0054	Nke mbi -0.0276	Nke nziza 0.0009	Nke mbi -0.0014	Nke mbi -0.0148	Nke nziza 0.0366	Nke nziza 0.0088
Answer 97	-	Nke mbi -0.0454	Nke mbi -0.0287	Nke mbi -0.0080	Nke nziza 0.0442	Nke nziza 0.0053	Nke mbi -0.0249	Nke nziza 0.0262
Answer 98	-	Nke mbi -0.0328	Nke nziza 0.0033	Nke mbi -0.0176	Nke nziza 0.0943	Nke nziza 0.0074	Nke mbi -0.0979	Nke nziza 0.0155
3) Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 99	-	Nke mbi -0.0447	Nke mbi -0.1281	Nke nziza 0.0036	Nke mbi -0.0081	Nke mbi -0.0371	Nke mbi -0.0160	Nke nziza 0.1628
Answer 100	-	Nke mbi -0.0225	Nke nziza 0.0665	Nke mbi -0.0057	Nke nziza 0.0520	Nke nziza 0.0274	Nke nziza 0.0202	Nke mbi -0.1178
Answer 101	-	Nke nziza 0.0805	Nke nziza 0.0465	Nke mbi -0.0105	Nke mbi -0.0119	Nke nziza 0.0400	Nke nziza 0.0057	Nke mbi -0.0998
Answer 102	-	Nke nziza 0.0369	Nke nziza 0.0654	Nke mbi -0.0080	Nke mbi -0.0467	Nke mbi -0.0002	Nke mbi -0.0043	Nke mbi -0.0104
Answer 103	-	Nke nziza 0.0057	Nke nziza 0.0668	Nke nziza 0.0209	Nke mbi -0.0131	Nke mbi -0.0198	Nke nziza 0.0138	Nke mbi -0.0453
Answer 104	-	Nke nziza 0.0318	Nke nziza 0.0176	Nke mbi -0.0217	Nke mbi -0.0133	Nke nziza 0.0268	Nke nziza 0.0217	Nke mbi -0.0431
Answer 105	-	Nke nziza 0.0232	Nke nziza 0.0431	Nke nziza 0.0335	Nke mbi -0.0364	Nke mbi -0.0214	Nke mbi -0.0330	Nke nziza 0.0162
Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 106	-	Nke mbi -0.0042	Nke mbi -0.0008	Nke nziza 0.0073	Nke nziza 0.0300	Nke mbi -0.0192	Nke mbi -0.0127	Nke mbi -0.0048
Answer 107	-	Nke nziza 0.0221	Nke nziza 0.0306	Nke mbi -0.0042	Nke nziza 0.0162	Nke nziza 0.0253	Nke mbi -0.0375	Nke mbi -0.0380
Answer 108	-	Nke nziza 0.0259	Nke nziza 0.1136	Nke mbi -0.0191	Nke mbi -0.0364	Nke nziza 0.0148	Nke nziza 0.0009	Nke mbi -0.0523
Answer 109	-	Nke nziza 0.1153	Nke nziza 0.0330	Nke mbi -0.0468	Nke mbi -0.0196	Nke mbi -0.0023	Nke nziza 0.0022	Nke mbi -0.0321
Answer 110	-	Nke nziza 0.0528	Nke nziza 0.0828	Nke mbi -0.0119	Nke nziza 0.0177	Nke mbi -0.0009	Nke nziza 0.0298	Nke mbi -0.1194
Answer 111	-	Nke mbi -0.0127	Nke nziza 0.0386	Nke mbi -0.0229	Nke nziza 0.0183	Nke nziza 0.0216	Nke nziza 0.0925	Nke mbi -0.1129
Answer 112	-	Nke mbi -0.0783	Nke mbi -0.1276	Nke nziza 0.0448	Nke mbi -0.0237	Nke mbi -0.0177	Nke mbi -0.0581	Nke nziza 0.1821
Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 113	-	Nke nziza 0.0582	Nke nziza 0.0586	Nke nziza 0.0255	Nke mbi -0.0387	Nke mbi -0.0081	Nke mbi -0.0328	Nke mbi -0.0200
Answer 114	-	Nke nziza 0.0315	Nke nziza 0.0583	Nke nziza 0.0305	Nke mbi -0.0418	Nke mbi -0.0236	Nke mbi -0.0272	Nke nziza 0.0045
Answer 115	-	Nke nziza 0.0139	Nke nziza 0.0916	Nke mbi -0.0020	Nke mbi -0.0233	Nke nziza 0.0167	Nke nziza 0.0260	Nke mbi -0.0812
Answer 116	-	Nke nziza 0.1035	Nke nziza 0.0270	Nke mbi -0.0168	Nke mbi -0.0143	Nke nziza 0.0149	Nke mbi -0.0348	Nke mbi -0.0412
Answer 117	-	Nke nziza 0.0795	Nke nziza 0.0595	Nke mbi -0.0353	Nke mbi -0.0292	Nke nziza 0.0253	Nke nziza 0.0150	Nke mbi -0.0679
Answer 118	-	Nke mbi -0.0032	Nke mbi -0.0372	Nke mbi -0.0249	Nke mbi -0.0529	Nke nziza 0.0279	Nke nziza 0.0710	Nke nziza 0.0116
Answer 119	-	Nke mbi -0.1243	Nke mbi -0.0969	Nke nziza 0.0245	Nke nziza 0.0986	Nke mbi -0.0358	Nke mbi -0.0323	Nke nziza 0.0856
Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 120	-	Nke mbi -0.0562	Nke mbi -0.0648	Nke mbi -0.0158	Nke mbi -0.0273	Nke mbi -0.0173	Nke mbi -0.0113	Nke nziza 0.1434
Answer 121	-	Nke mbi -0.0200	Nke nziza 0.0200	Nke mbi -0.0209	Nke nziza 0.0548	Nke nziza 0.0079	Nke nziza 0.0232	Nke mbi -0.0609
Answer 122	-	Nke nziza 0.0250	Nke nziza 0.0151	Nke mbi -0.0139	Nke nziza 0.0094	Nke nziza 0.0710	Nke nziza 0.0170	Nke mbi -0.1069
Answer 123	-	Nke nziza 0.0769	Nke nziza 0.0494	Nke nziza 0.0100	Nke mbi -0.0063	Nke mbi -0.0259	Nke mbi -0.0246	Nke mbi -0.0382
Answer 124	-	Nke nziza 0.0311	Nke nziza 0.0352	Nke nziza 0.0432	Nke mbi -0.0364	Nke mbi -0.0021	Nke mbi -0.0097	Nke mbi -0.0325
Answer 125	-	Nke nziza 0.0281	Nke nziza 0.0574	Nke nziza 0.0531	Nke mbi -0.0122	Nke mbi -0.0619	Nke nziza 0.0414	Nke mbi -0.0650
Answer 126	-	Nke nziza 0.0702	Nke mbi -0.0041	Nke nziza 0.0638	Nke mbi -0.0505	Nke mbi -0.0048	Nke mbi -0.0639	Nke nziza 0.0107
Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 127	-	Nke nziza 0.0578	Nke nziza 0.0975	Nke nziza 0.0489	Nke mbi -0.0348	Nke mbi -0.0221	Nke mbi -0.0244	Nke mbi -0.0635
Answer 128	-	Nke nziza 0.0207	Nke nziza 0.0253	Nke nziza 0.0425	Nke nziza 0.0012	Nke mbi -0.0139	Nke mbi -0.0382	Nke mbi -0.0227
Answer 129	-	Nke nziza 0.0543	Nke nziza 0.0606	Nke mbi -0.0034	Nke nziza 0.0156	Nke nziza 0.0446	Nke nziza 0.0249	Nke mbi -0.1520
Answer 130	-	Nke nziza 0.0289	Nke nziza 0.0220	Nke mbi -0.0224	Nke mbi -0.0393	Nke nziza 0.0084	Nke nziza 0.0421	Nke mbi -0.0138
Answer 131	-	Nke nziza 0.0569	Nke nziza 0.0073	Nke mbi -0.0512	Nke mbi -0.0032	Nke nziza 0.0077	Nke nziza 0.0495	Nke mbi -0.0430
Answer 132	-	Nke mbi -0.0503	Nke mbi -0.0759	Nke nziza 0.0159	Nke nziza 0.0027	Nke nziza 0.0149	Nke nziza 0.0091	Nke nziza 0.0406
Answer 133	-	Nke mbi -0.0989	Nke mbi -0.0676	Nke mbi -0.0178	Nke nziza 0.0325	Nke mbi -0.0385	Nke mbi -0.0509	Nke nziza 0.1698
Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 134	-	Nke nziza 0.0253	Nke nziza 0.0319	Nke nziza 0.0041	Nke mbi -0.0275	Nke mbi -0.0029	Nke mbi -0.0053	Nke mbi -0.0038
Answer 135	-	Nke nziza 0.0560	Nke nziza 0.0892	Nke mbi -0.0051	Nke mbi -0.0136	Nke nziza 0.0179	Nke mbi -0.0264	Nke mbi -0.0719
Answer 136	-	Nke nziza 0.0238	Nke nziza 0.0412	Nke mbi -0.0026	Nke nziza 0.0157	Nke mbi -0.0158	Nke nziza 0.0259	Nke mbi -0.0630
Answer 137	-	Nke nziza 0.0575	Nke nziza 0.0454	Nke mbi -0.0177	Nke mbi -0.0264	Nke mbi -0.0104	Nke mbi -0.0015	Nke mbi -0.0139
Answer 138	-	Nke nziza 0.0287	Nke nziza 0.0086	Nke nziza 0.0122	Nke mbi -0.0095	Nke mbi -0.0437	Nke nziza 0.0421	Nke mbi -0.0180
Answer 139	-	Nke mbi -0.0544	Nke mbi -0.0376	Nke mbi -0.0547	Nke nziza 0.0319	Nke nziza 0.0562	Nke nziza 0.1070	Nke mbi -0.0691
Answer 140	-	Nke mbi -0.0486	Nke mbi -0.0707	Nke nziza 0.0438	Nke nziza 0.0065	Nke mbi -0.0149	Nke mbi -0.0959	Nke nziza 0.1275
Gukura kugiti cyawe (ni bangahe wemera cyangwa utemeranya?)
Answer 141	-	Nke mbi -0.0815	Nke mbi -0.0742	Nke nziza 0.0430	Nke mbi -0.0333	Nke mbi -0.0233	Nke mbi -0.0520	Nke nziza 0.1619
Answer 142	-	Nke nziza 0.0057	Nke mbi -0.0136	Nke mbi -0.0064	Nke nziza 0.0143	Nke nziza 0.0130	Nke nziza 0.0320	Nke mbi -0.0479
Answer 143	-	Nke nziza 0.0582	Nke nziza 0.0652	Nke mbi -0.0497	Nke nziza 0.0551	Nke mbi -0.0078	Nke nziza 0.0502	Nke mbi -0.1219
Answer 144	-	Nke nziza 0.0411	Nke nziza 0.0317	Nke mbi -0.0133	Nke mbi -0.0042	Nke nziza 0.0023	Nke nziza 0.0054	Nke mbi -0.0361
Answer 145	-	Nke nziza 0.0252	Nke nziza 0.0152	Nke nziza 0.0142	Nke nziza 0.0278	Nke nziza 0.0145	Nke nziza 0.0117	Nke mbi -0.0895
Answer 146	-	Nke nziza 0.0154	Nke nziza 0.0703	Nke mbi -0.0334	Nke mbi -0.0384	Nke nziza 0.0566	Nke mbi -0.0109	Nke mbi -0.0315
Answer 147	-	Nke nziza 0.0570	Nke nziza 0.0392	Nke nziza 0.0098	Nke mbi -0.0175	Nke mbi -0.0196	Nke mbi -0.0240	Nke mbi -0.0108
4) Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 148	-	Nke nziza 0.0256	Nke mbi -0.0812	Nke mbi -0.0076	Nke mbi -0.0006	Nke nziza 0.0233	Nke mbi -0.0635	Nke nziza 0.0762
Answer 149	-	Nke mbi -0.0737	Nke mbi -0.0679	Nke mbi -0.0313	Nke mbi -0.0012	Nke nziza 0.0715	Nke nziza 0.0199	Nke nziza 0.0310
Answer 150	-	Nke mbi -0.0379	Nke nziza 0.0553	Nke nziza 0.0013	Nke nziza 0.0168	Nke mbi -0.0037	Nke nziza 0.0470	Nke mbi -0.0664
Answer 151	-	Nke nziza 0.0826	Nke nziza 0.0607	Nke mbi -0.0283	Nke mbi -0.0018	Nke mbi -0.0583	Nke nziza 0.0200	Nke mbi -0.0256
Answer 152	-	Nke nziza 0.0412	Nke nziza 0.0819	Nke nziza 0.0543	Nke mbi -0.0168	Nke mbi -0.0565	Nke nziza 0.0265	Nke mbi -0.0765
Answer 153	-	Nke nziza 0.0383	Nke nziza 0.0631	Nke nziza 0.0717	Nke mbi -0.0127	Nke mbi -0.0906	Nke mbi -0.0106	Nke mbi -0.0179
Answer 154	-	Nke nziza 0.0109	Nke nziza 0.1054	Nke nziza 0.0427	Nke nziza 0.0042	Nke mbi -0.0445	Nke mbi -0.0311	Nke mbi -0.0443
Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 155	-	Nke nziza 0.0292	Nke mbi -0.0413	Nke nziza 0.0417	Nke nziza 0.0116	Nke nziza 0.0310	Nke mbi -0.1048	Nke nziza 0.0221
Answer 156	-	Nke mbi -0.0352	Nke mbi -0.0485	Nke mbi -0.0530	Nke nziza 0.0050	Nke nziza 0.0517	Nke nziza 0.0207	Nke nziza 0.0237
Answer 157	-	Nke nziza 0.0154	Nke mbi -0.0311	Nke mbi -0.0337	Nke mbi -0.0107	Nke nziza 0.0213	Nke nziza 0.0504	Nke mbi -0.0141
Answer 158	-	Nke mbi -0.0034	Nke nziza 0.0438	Nke nziza 0.0062	Nke mbi -0.0159	Nke mbi -0.0573	Nke nziza 0.0413	Nke nziza 0.0023
Answer 159	-	Nke nziza 0.0208	Nke nziza 0.0588	Nke nziza 0.0304	Nke mbi -0.0101	Nke mbi -0.0309	Nke nziza 0.0216	Nke mbi -0.0533
Answer 160	-	Nke mbi -0.0127	Nke nziza 0.1009	Nke nziza 0.0331	Nke nziza 0.0229	Nke mbi -0.0913	Nke mbi -0.0019	Nke mbi -0.0148
Answer 161	-	Nke mbi -0.0284	Nke nziza 0.0505	Nke nziza 0.0279	Nke mbi -0.0059	Nke mbi -0.0304	Nke nziza 0.0071	Nke mbi -0.0097
Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 162	-	Nke nziza 0.0376	Nke nziza 0.0801	Nke nziza 0.0333	Nke mbi -0.0010	Nke mbi -0.0473	Nke mbi -0.0465	Nke mbi -0.0181
Answer 163	-	Nke nziza 0.0181	Nke nziza 0.1030	Nke nziza 0.0296	Nke nziza 0.0062	Nke mbi -0.0574	Nke mbi -0.0031	Nke mbi -0.0545
Answer 164	-	Nke mbi -0.0113	Nke nziza 0.0183	Nke nziza 0.0003	Nke nziza 0.0206	Nke nziza 0.0256	Nke nziza 0.0137	Nke mbi -0.0615
Answer 165	-	Nke nziza 0.0378	Nke mbi -0.0084	Nke nziza 0.0082	Nke mbi -0.0453	Nke mbi -0.0066	Nke nziza 0.0058	Nke nziza 0.0219
Answer 166	-	Nke mbi -0.0110	Nke nziza 0.0005	Nke mbi -0.0289	Nke mbi -0.0104	Nke nziza 0.0302	Nke nziza 0.0564	Nke mbi -0.0335
Answer 167	-	Nke nziza 0.0045	Nke mbi -0.0511	Nke nziza 0.0141	Nke mbi -0.0418	Nke nziza 0.0162	Nke nziza 0.0265	Nke nziza 0.0209
Answer 168	-	Nke mbi -0.0512	Nke mbi -0.0980	Nke mbi -0.0432	Nke nziza 0.0526	Nke nziza 0.0266	Nke mbi -0.0416	Nke nziza 0.0908
Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 169	-	Nke nziza 0.0164	Nke nziza 0.0905	Nke nziza 0.0257	Nke mbi -0.0784	Nke mbi -0.0093	Nke mbi -0.0185	Nke nziza 0.0102
Answer 170	-	Nke nziza 0.0326	Nke mbi -0.0081	Nke nziza 0.0137	Nke mbi -0.0846	Nke nziza 0.0152	Nke mbi -0.0062	Nke nziza 0.0448
Answer 171	-	Nke nziza 0.0402	Nke nziza 0.0426	Nke mbi -0.0110	Nke mbi -0.0834	Nke nziza 0.0203	Nke nziza 0.0494	Nke mbi -0.0238
Answer 172	-	Nke nziza 0.0655	Nke mbi -0.0115	Nke nziza 0.0093	Nke mbi -0.0529	Nke nziza 1.96E-5	Nke nziza 0.0010	Nke nziza 0.0106
Answer 173	-	Nke mbi -0.0078	Nke mbi -0.0222	Nke mbi -0.0284	Nke nziza 0.0227	Nke nziza 0.0146	Nke nziza 0.0275	Nke mbi -0.0146
Answer 174	-	Nke nziza 0.0127	Nke mbi -0.0242	Nke mbi -0.0140	Nke nziza 0.0069	Nke mbi -0.0224	Nke nziza 0.0562	Nke mbi -0.0126
Answer 175	-	Nke mbi -0.1028	Nke mbi -0.0302	Nke nziza 0.0072	Nke nziza 0.1640	Nke mbi -0.0080	Nke mbi -0.0814	Nke mbi -0.0063
Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 176	-	Nke mbi -0.0079	Nke mbi -0.0537	Nke mbi -0.0105	Nke nziza 0.0269	Nke nziza 0.0558	Nke mbi -0.0415	Nke nziza 0.0041
Answer 177	-	Nke mbi -0.0093	Nke mbi -0.0360	Nke nziza 0.0011	Nke nziza 0.0133	Nke mbi -0.0073	Nke nziza 0.0334	Nke mbi -0.0069
Answer 178	-	Nke mbi -0.0066	Nke nziza 0.0376	Nke mbi -0.0092	Nke mbi -0.0260	Nke mbi -0.0238	Nke nziza 0.0550	Nke mbi -0.0106
Answer 179	-	Nke nziza 0.0282	Nke nziza 0.0407	Nke nziza 0.0054	Nke mbi -0.0039	Nke mbi -0.0472	Nke mbi -0.0128	Nke nziza 0.0126
Answer 180	-	Nke nziza 0.0204	Nke nziza 0.0050	Nke mbi -0.0149	Nke mbi -0.0355	Nke nziza 0.0208	Nke mbi -0.0055	Nke nziza 0.0142
Answer 181	-	Nke mbi -0.0117	Nke nziza 0.0980	Nke nziza 0.0179	Nke nziza 0.0188	Nke nziza 0.0028	Nke mbi -0.0462	Nke mbi -0.0534
Answer 182	-	Nke nziza 0.0108	Nke nziza 0.0308	Nke nziza 0.0373	Nke mbi -0.0530	Nke mbi -0.0623	Nke nziza 0.0064	Nke nziza 0.0504
Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 183	-	Nke nziza 0.0570	Nke nziza 0.0836	Nke nziza 0.0081	Nke mbi -0.0371	Nke nziza 0.0386	Nke mbi -0.0479	Nke mbi -0.0573
Answer 184	-	Nke nziza 0.0145	Nke nziza 0.0118	Nke nziza 0.0260	Nke mbi -0.0566	Nke mbi -0.0121	Nke nziza 0.0588	Nke mbi -0.0237
Answer 185	-	Nke nziza 0.0259	Nke mbi -0.0330	Nke mbi -0.0508	Nke nziza 0.0118	Nke mbi -0.0244	Nke nziza 0.0772	Nke mbi -0.0014
Answer 186	-	Nke nziza 0.0029	Nke nziza 0.0443	Nke nziza 0.0050	Nke mbi -0.0214	Nke mbi -0.0371	Nke mbi -0.0007	Nke nziza 0.0219
Answer 187	-	Nke nziza 0.0081	Nke mbi -0.0138	Nke nziza 0.0058	Nke mbi -0.0299	Nke nziza 0.0052	Nke nziza 0.0634	Nke mbi -0.0304
Answer 188	-	Nke mbi -0.0073	Nke mbi -0.0331	Nke nziza 0.0117	Nke nziza 0.0096	Nke nziza 0.0375	Nke mbi -0.0314	Nke mbi -0.0032
Answer 189	-	Nke mbi -0.0720	Nke mbi -0.0411	Nke mbi -0.0042	Nke nziza 0.0829	Nke mbi -0.0105	Nke mbi -0.0729	Nke nziza 0.0657
Umubano mwiza nabandi (wemera angahe cyangwa utemeranya?)
Answer 190	-	Nke nziza 0.0070	Nke mbi -0.0573	Nke mbi -0.0322	Nke nziza 0.0254	Nke nziza 0.0694	Nke mbi -0.0621	Nke nziza 0.0201
Answer 191	-	Nke mbi -0.0341	Nke mbi -0.0219	Nke nziza 0.0075	Nke nziza 0.0071	Nke mbi -0.0087	Nke nziza 0.0652	Nke mbi -0.0232
Answer 192	-	Nke mbi -0.0307	Nke nziza 0.0200	Nke nziza 0.0289	Nke mbi -0.0107	Nke mbi -0.0433	Nke nziza 0.0391	Nke mbi -0.0012
Answer 193	-	Nke nziza 0.0653	Nke nziza 0.0786	Nke nziza 0.0034	Nke mbi -0.0159	Nke mbi -0.0572	Nke mbi -0.0102	Nke mbi -0.0171
Answer 194	-	Nke nziza 0.0089	Nke nziza 0.0395	Nke mbi -0.0253	Nke mbi -0.0183	Nke mbi -0.0082	Nke nziza 0.0381	Nke mbi -0.0144
Answer 195	-	Nke nziza 0.0205	Nke nziza 0.0337	Nke nziza 0.0086	Nke mbi -0.0034	Nke mbi -0.0111	Nke mbi -0.0509	Nke nziza 0.0173
Answer 196	-	Nke nziza 0.0025	Nke nziza 0.0228	Nke nziza 0.0529	Nke mbi -0.0456	Nke mbi -0.0218	Nke mbi -0.0286	Nke nziza 0.0293
5) Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 197	-	Nke mbi -0.0517	Nke mbi -0.0254	Nke nziza 0.0362	Nke nziza 0.1843	Nke mbi -0.0597	Nke mbi -0.1355	Nke nziza 0.0081
Answer 198	-	Nke mbi -0.0024	Nke mbi -0.0227	Nke mbi -0.0337	Nke mbi -0.0405	Nke nziza 0.0180	Nke nziza 0.0705	Nke nziza 0.0112
Answer 199	-	Nke nziza 0.0197	Nke mbi -0.0301	Nke nziza 0.0129	Nke mbi -0.1187	Nke nziza 0.0788	Nke nziza 0.0584	Nke mbi -0.0158
Answer 200	-	Nke nziza 0.0672	Nke nziza 0.0691	Nke mbi -0.0322	Nke mbi -0.0891	Nke mbi -0.0126	Nke nziza 0.0310	Nke nziza 0.0149
Answer 201	-	Nke nziza 0.0115	Nke nziza 0.0068	Nke nziza 0.0099	Nke mbi -0.0461	Nke mbi -0.0161	Nke nziza 0.0460	Nke mbi -0.0018
Answer 202	-	Nke mbi -0.0018	Nke nziza 0.0196	Nke mbi -0.0234	Nke mbi -0.0131	Nke nziza 0.0323	Nke nziza 0.0180	Nke mbi -0.0216
Answer 203	-	Nke nziza 0.0317	Nke nziza 0.1207	Nke nziza 0.0137	Nke mbi -0.0548	Nke mbi -0.0204	Nke nziza 0.0036	Nke mbi -0.0394
Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 204	-	Nke nziza 0.0769	Nke nziza 0.0623	Nke mbi -0.0214	Nke mbi -0.1181	Nke nziza 0.0236	Nke mbi -0.0006	Nke nziza 0.0259
Answer 205	-	Nke nziza 0.0643	Nke nziza 0.0411	Nke mbi -0.0249	Nke mbi -0.1593	Nke nziza 0.0206	Nke nziza 0.0053	Nke nziza 0.0878
Answer 206	-	Nke mbi -0.0053	Nke mbi -0.0288	Nke mbi -0.0025	Nke mbi -0.0625	Nke nziza 0.0302	Nke nziza 0.0353	Nke nziza 0.0245
Answer 207	-	Nke nziza 0.0072	Nke nziza 0.0093	Nke mbi -0.0156	Nke mbi -0.0279	Nke mbi -0.0186	Nke nziza 0.0098	Nke nziza 0.0410
Answer 208	-	Nke mbi -0.0004	Nke mbi -0.0088	Nke mbi -0.0125	Nke nziza 0.0105	Nke nziza 0.0125	Nke nziza 0.0464	Nke mbi -0.0466
Answer 209	-	Nke mbi -0.0456	Nke mbi -0.0828	Nke nziza 0.0014	Nke nziza 0.0450	Nke nziza 0.0008	Nke nziza 0.0423	Nke nziza 0.0002
Answer 210	-	Nke mbi -0.0395	Nke nziza 0.0354	Nke nziza 0.0457	Nke nziza 0.1728	Nke mbi -0.0438	Nke mbi -0.1039	Nke mbi -0.0772
Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 211	-	Nke mbi -0.0405	Nke mbi -0.0455	Nke nziza 0.0742	Nke nziza 0.1015	Nke mbi -0.0457	Nke mbi -0.1345	Nke nziza 0.0475
Answer 212	-	Nke mbi -0.0458	Nke mbi -0.0161	Nke mbi -0.0109	Nke nziza 0.0237	Nke mbi -0.0215	Nke nziza 0.0492	Nke nziza 0.0052
Answer 213	-	Nke nziza 0.0291	Nke mbi -0.0041	Nke mbi -0.0299	Nke mbi -0.0842	Nke nziza 0.0460	Nke nziza 0.0446	Nke nziza 0.0097
Answer 214	-	Nke nziza 0.0467	Nke nziza 0.0608	Nke mbi -0.0676	Nke mbi -0.0222	Nke nziza 0.0116	Nke mbi -0.0041	Nke nziza 0.0048
Answer 215	-	Nke nziza 0.0520	Nke nziza 0.0337	Nke mbi -0.0076	Nke mbi -0.0491	Nke nziza 0.0285	Nke nziza 0.0536	Nke mbi -0.0728
Answer 216	-	Nke nziza 0.0142	Nke nziza 0.0145	Nke mbi -0.0047	Nke mbi -0.0139	Nke nziza 0.0178	Nke nziza 0.0477	Nke mbi -0.0555
Answer 217	-	Nke nziza 0.0252	Nke nziza 0.0287	Nke mbi -0.0072	Nke mbi -0.0699	Nke nziza 0.0212	Nke nziza 0.0502	Nke mbi -0.0228
Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 218	-	Nke mbi -0.0603	Nke mbi -0.0403	Nke nziza 0.0892	Nke nziza 0.1249	Nke mbi -0.0491	Nke mbi -0.0863	Nke mbi -0.0168
Answer 219	-	Nke mbi -0.0244	Nke nziza 0.0171	Nke mbi -0.0394	Nke mbi -0.0179	Nke mbi -0.0089	Nke nziza 0.0281	Nke nziza 0.0417
Answer 220	-	Nke mbi -1.04E-5	Nke mbi -0.0017	Nke mbi -0.0046	Nke nziza 0.0012	Nke mbi -0.0011	Nke nziza 0.0368	Nke mbi -0.0235
Answer 221	-	Nke nziza 0.0559	Nke nziza 0.0262	Nke mbi -0.0390	Nke mbi -0.0734	Nke nziza 0.0448	Nke nziza 0.0011	Nke nziza 0.0083
Answer 222	-	Nke nziza 0.0415	Nke mbi -0.0012	Nke nziza 0.0072	Nke mbi -0.0991	Nke nziza 0.0310	Nke nziza 0.0568	Nke mbi -0.0163
Answer 223	-	Nke nziza 0.0211	Nke mbi -0.0169	Nke mbi -0.0423	Nke nziza 0.0037	Nke nziza 0.0321	Nke nziza 0.0195	Nke mbi -0.0149
Answer 224	-	Nke nziza 0.0314	Nke nziza 0.0442	Nke mbi -0.0273	Nke mbi -0.0294	Nke mbi -0.0077	Nke mbi -0.0037	Nke nziza 0.0168
Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 225	-	Nke nziza 0.0527	Nke nziza 0.0879	Nke nziza 0.0153	Nke mbi -0.0634	Nke mbi -0.0027	Nke mbi -0.0064	Nke mbi -0.0299
Answer 226	-	Nke nziza 0.0848	Nke nziza 0.0413	Nke mbi -0.0021	Nke mbi -0.0519	Nke nziza 0.0355	Nke mbi -0.0004	Nke mbi -0.0594
Answer 227	-	Nke mbi -0.0312	Nke mbi -0.0043	Nke mbi -0.0361	Nke mbi -0.0242	Nke nziza 0.0440	Nke nziza 0.0494	Nke mbi -0.0027
Answer 228	-	Nke mbi -0.0051	Nke nziza 0.0309	Nke mbi -0.0058	Nke mbi -0.0008	Nke mbi -0.0199	Nke nziza 0.0433	Nke mbi -0.0301
Answer 229	-	Nke nziza 0.0013	Nke mbi -0.0209	Nke mbi -0.0083	Nke mbi -0.0138	Nke mbi -0.0506	Nke nziza 0.0363	Nke nziza 0.0480
Answer 230	-	Nke mbi -0.0180	Nke mbi -0.0589	Nke mbi -0.0050	Nke nziza 0.0317	Nke nziza 0.0264	Nke nziza 0.0257	Nke mbi -0.0232
Answer 231	-	Nke mbi -0.0506	Nke mbi -0.0327	Nke nziza 0.0317	Nke nziza 0.0730	Nke mbi -0.0338	Nke mbi -0.1026	Nke nziza 0.0698
Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 232	-	Nke nziza 0.0188	Nke nziza 0.0329	Nke nziza 0.0172	Nke mbi -0.0210	Nke mbi -0.0161	Nke mbi -0.0106	Nke mbi -0.0037
Answer 233	-	Nke mbi -0.0108	Nke nziza 0.0346	Nke nziza 0.0013	Nke mbi -0.0042	Nke mbi -0.0333	Nke mbi -0.0054	Nke nziza 0.0232
Answer 234	-	Nke nziza 0.0095	Nke mbi -0.0463	Nke nziza 0.0118	Nke mbi -0.0383	Nke mbi -0.0209	Nke nziza 0.0002	Nke nziza 0.0726
Answer 235	-	Nke nziza 0.0242	Nke nziza 0.0762	Nke nziza 0.0303	Nke nziza 0.0010	Nke mbi -0.0155	Nke mbi -0.0340	Nke mbi -0.0460
Answer 236	-	Nke mbi -0.0073	Nke nziza 0.0364	Nke mbi -0.0423	Nke mbi -0.0134	Nke nziza 0.0145	Nke nziza 0.0576	Nke mbi -0.0300
Answer 237	-	Nke mbi -0.0466	Nke mbi -0.0359	Nke mbi -0.0375	Nke nziza 0.0285	Nke nziza 0.0519	Nke nziza 0.0280	Nke mbi -0.0173
Answer 238	-	Nke nziza 0.0165	Nke mbi -0.0462	Nke nziza 0.0176	Nke nziza 0.0160	Nke mbi -0.0018	Nke mbi -0.0231	Nke nziza 0.0085
Intego mubuzima (ni bangahe wemera cyangwa utemeranya?)
Answer 239	-	Nke mbi -0.0098	Nke nziza 0.0840	Nke nziza 0.0379	Nke mbi -0.0137	Nke nziza 0.0037	Nke mbi -0.0131	Nke mbi -0.0597
Answer 240	-	Nke nziza 0.0881	Nke mbi -0.0051	Nke nziza 0.0191	Nke mbi -0.0174	Nke mbi -0.0290	Nke nziza 0.0303	Nke mbi -0.0489
Answer 241	-	Nke mbi -0.0073	Nke nziza 0.0167	Nke mbi -0.0249	Nke nziza 0.0066	Nke nziza 0.0466	Nke nziza 0.0464	Nke mbi -0.0751
Answer 242	-	Nke nziza 0.0333	Nke nziza 0.0423	Nke mbi -0.0380	Nke mbi -0.0354	Nke mbi -0.0556	Nke nziza 0.0313	Nke nziza 0.0461
Answer 243	-	Nke mbi -0.0377	Nke mbi -0.0086	Nke mbi -0.0519	Nke nziza 0.0324	Nke nziza 0.0372	Nke nziza 0.0176	Nke mbi -0.0061
Answer 244	-	Nke mbi -0.0434	Nke mbi -0.0708	Nke nziza 0.0259	Nke mbi -0.0200	Nke nziza 0.0114	Nke mbi -0.0125	Nke nziza 0.0681
Answer 245	-	Nke mbi -0.0212	Nke mbi -0.0279	Nke nziza 0.0261	Nke nziza 0.0378	Nke mbi -0.0135	Nke mbi -0.0831	Nke nziza 0.0547
6) Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 246	-	Nke nziza 0.0274	Nke nziza 0.1130	Nke mbi -4.70E-5	Nke mbi -0.0451	Nke nziza 0.0186	Nke mbi -0.0198	Nke mbi -0.0467
Answer 247	-	Nke nziza 0.0243	Nke nziza 0.0536	Nke nziza 0.0314	Nke nziza 0.0044	Nke mbi -0.0696	Nke nziza 0.0760	Nke mbi -0.0790
Answer 248	-	Nke nziza 0.0290	Nke mbi -0.0147	Nke mbi -0.0169	Nke nziza 0.0256	Nke nziza 0.0576	Nke mbi -0.0020	Nke mbi -0.0728
Answer 249	-	Nke mbi -0.0011	Nke mbi -0.0046	Nke mbi -0.0444	Nke mbi -0.0083	Nke mbi -0.0229	Nke mbi -0.0037	Nke nziza 0.0757
Answer 250	-	Nke mbi -0.0201	Nke nziza 0.0010	Nke mbi -0.0048	Nke mbi -0.0017	Nke mbi -0.0188	Nke nziza 0.0394	Nke nziza 0.0032
Answer 251	-	Nke mbi -0.0136	Nke mbi -0.0655	Nke mbi -0.0052	Nke nziza 0.0092	Nke nziza 0.0097	Nke nziza 0.0443	Nke nziza 0.0018
Answer 252	-	Nke mbi -0.0363	Nke mbi -0.0460	Nke nziza 0.0260	Nke nziza 0.0029	Nke nziza 0.0153	Nke mbi -0.1089	Nke nziza 0.1016
Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 253	-	Nke mbi -0.0586	Nke mbi -0.0457	Nke nziza 0.0534	Nke nziza 0.0319	Nke mbi -0.0027	Nke mbi -0.1153	Nke nziza 0.0869
Answer 254	-	Nke mbi -0.0267	Nke mbi -0.0530	Nke mbi -0.0186	Nke nziza 0.0085	Nke nziza 0.0248	Nke nziza 0.0418	Nke nziza 0.0032
Answer 255	-	Nke nziza 0.0203	Nke mbi -0.0277	Nke mbi -0.0565	Nke mbi -0.0525	Nke nziza 0.0305	Nke nziza 0.0844	Nke nziza 0.0025
Answer 256	-	Nke nziza 0.0239	Nke nziza 0.0359	Nke mbi -0.0260	Nke mbi -0.0266	Nke mbi -0.0209	Nke nziza 0.0411	Nke mbi -0.0047
Answer 257	-	Nke nziza 0.0629	Nke nziza 0.0519	Nke mbi -0.0095	Nke nziza 0.0269	Nke nziza 0.0036	Nke mbi -0.0180	Nke mbi -0.0799
Answer 258	-	Nke nziza 3.35E-5	Nke nziza 0.0460	Nke nziza 0.0373	Nke nziza 0.0454	Nke mbi -0.0766	Nke nziza 0.0027	Nke mbi -0.0357
Answer 259	-	Nke nziza 0.0459	Nke nziza 0.1047	Nke nziza 0.0225	Nke mbi -0.0627	Nke nziza 0.0208	Nke mbi -0.0237	Nke mbi -0.0518
Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 260	-	Nke nziza 0.0624	Nke nziza 0.0926	Nke nziza 0.0202	Nke mbi -0.0744	Nke nziza 0.0245	Nke mbi -0.0084	Nke mbi -0.0593
Answer 261	-	Nke mbi -0.0127	Nke nziza 0.0497	Nke mbi -0.0259	Nke nziza 0.0052	Nke mbi -0.0067	Nke nziza 0.0446	Nke mbi -0.0327
Answer 262	-	Nke nziza 0.0641	Nke nziza 0.0029	Nke mbi -0.0293	Nke nziza 0.0078	Nke nziza 0.0584	Nke mbi -0.0112	Nke mbi -0.0749
Answer 263	-	Nke mbi -0.0092	Nke mbi -0.0136	Nke mbi -0.0335	Nke nziza 0.0043	Nke mbi -0.0199	Nke nziza 0.0124	Nke nziza 0.0483
Answer 264	-	Nke nziza 0.0053	Nke mbi -0.0162	Nke mbi -0.0004	Nke mbi -0.0045	Nke mbi -0.0586	Nke nziza 0.0552	Nke nziza 0.0184
Answer 265	-	Nke mbi -0.0359	Nke mbi -0.0678	Nke nziza 0.0201	Nke mbi -0.0128	Nke mbi -0.0115	Nke nziza 0.0872	Nke mbi -0.0027
Answer 266	-	Nke mbi -0.0539	Nke mbi -0.0363	Nke nziza 0.0409	Nke nziza 0.0556	Nke nziza 0.0032	Nke mbi -0.1464	Nke nziza 0.0890
Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 267	-	Nke mbi -0.0493	Nke mbi -0.0152	Nke nziza 0.0531	Nke nziza 0.0876	Nke mbi -0.0375	Nke mbi -0.1404	Nke nziza 0.0607
Answer 268	-	Nke mbi -0.0274	Nke mbi -0.0509	Nke mbi -0.0096	Nke mbi -0.0125	Nke mbi -0.0076	Nke nziza 0.0705	Nke nziza 0.0187
Answer 269	-	Nke nziza 0.0159	Nke mbi -0.0158	Nke mbi -0.0296	Nke nziza 0.0041	Nke nziza 0.0253	Nke nziza 0.0007	Nke mbi -0.0008
Answer 270	-	Nke mbi -0.0017	Nke nziza 0.0558	Nke mbi -0.0498	Nke mbi -0.0351	Nke nziza 0.0157	Nke nziza 0.0558	Nke mbi -0.0160
Answer 271	-	Nke nziza 0.0593	Nke mbi -0.0126	Nke mbi -0.0138	Nke mbi -0.0495	Nke nziza 0.0170	Nke nziza 0.0705	Nke mbi -0.0488
Answer 272	-	Nke nziza 0.0470	Nke nziza 0.0666	Nke nziza 0.0139	Nke mbi -0.0363	Nke mbi -0.0184	Nke nziza 0.0516	Nke mbi -0.0728
Answer 273	-	Nke nziza 0.0451	Nke nziza 0.0805	Nke nziza 0.0184	Nke mbi -0.0615	Nke nziza 0.0540	Nke mbi -0.0528	Nke mbi -0.0428
Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 274	-	Nke mbi -0.0062	Nke nziza 0.0129	Nke nziza 0.0487	Nke nziza 0.0679	Nke mbi -0.0601	Nke mbi -0.1254	Nke nziza 0.0486
Answer 275	-	Nke mbi -0.0035	Nke mbi -0.0356	Nke nziza 0.0140	Nke mbi -0.0058	Nke mbi -0.0154	Nke nziza 0.0417	Nke mbi -0.0037
Answer 276	-	Nke mbi -0.0108	Nke mbi -0.0439	Nke nziza 0.0017	Nke nziza 0.0184	Nke mbi -0.0075	Nke nziza 0.0139	Nke nziza 0.0123
Answer 277	-	Nke mbi -0.0191	Nke mbi -0.0100	Nke mbi -0.0685	Nke mbi -0.0330	Nke nziza 0.0575	Nke nziza 0.0427	Nke nziza 0.0197
Answer 278	-	Nke nziza 0.0215	Nke nziza 0.0237	Nke mbi -0.0152	Nke mbi -0.0105	Nke nziza 0.0279	Nke nziza 0.0585	Nke mbi -0.0799
Answer 279	-	Nke nziza 0.0360	Nke nziza 0.0343	Nke nziza 0.0063	Nke mbi -0.0447	Nke mbi -0.0168	Nke nziza 0.0294	Nke mbi -0.0154
Answer 280	-	Nke nziza 0.0087	Nke nziza 0.0814	Nke nziza 0.0075	Nke mbi -0.0360	Nke nziza 0.0516	Nke mbi -0.0386	Nke mbi -0.0429
Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 281	-	Nke nziza 0.0458	Nke nziza 0.0887	Nke nziza 0.0559	Nke mbi -0.0491	Nke nziza 0.0026	Nke mbi -0.0265	Nke mbi -0.0654
Answer 282	-	Nke nziza 0.0937	Nke nziza 0.0296	Nke mbi -0.0131	Nke mbi -0.0269	Nke mbi -0.0067	Nke nziza 0.0087	Nke mbi -0.0410
Answer 283	-	Nke nziza 0.0150	Nke nziza 0.0220	Nke mbi -0.0115	Nke nziza 0.0231	Nke nziza 0.0281	Nke nziza 0.0255	Nke mbi -0.0836
Answer 284	-	Nke nziza 0.0049	Nke nziza 0.0093	Nke mbi -0.0461	Nke mbi -0.0199	Nke nziza 0.0064	Nke nziza 0.0688	Nke mbi -0.0154
Answer 285	-	Nke mbi -0.0336	Nke mbi -0.0412	Nke nziza 0.0303	Nke nziza 0.0355	Nke mbi -0.0641	Nke nziza 0.0073	Nke nziza 0.0422
Answer 286	-	Nke mbi -0.0717	Nke mbi -0.0279	Nke mbi -0.0457	Nke nziza 0.0233	Nke nziza 0.0220	Nke nziza 0.0414	Nke nziza 0.0225
Answer 287	-	Nke mbi -0.0434	Nke mbi -0.0634	Nke nziza 0.0442	Nke nziza 0.0130	Nke nziza 0.0017	Nke mbi -0.1205	Nke nziza 0.1177
Kwiyemera (wemera angahe cyangwa utemeranya?)
Answer 288	-	Nke mbi -0.0405	Nke nziza 0.0198	Nke nziza 0.0568	Nke nziza 0.0464	Nke mbi -0.0465	Nke mbi -0.1179	Nke nziza 0.0605
Answer 289	-	Nke nziza 0.0007	Nke mbi -0.0862	Nke mbi -0.0284	Nke mbi -0.0073	Nke nziza 0.0211	Nke nziza 0.0666	Nke nziza 0.0109
Answer 290	-	Nke mbi -0.0384	Nke mbi -0.0098	Nke mbi -0.0145	Nke mbi -0.0096	Nke nziza 0.0278	Nke nziza 0.0499	Nke mbi -0.0153
Answer 291	-	Nke nziza 0.0908	Nke nziza 0.0369	Nke mbi -0.0389	Nke mbi -0.0356	Nke mbi -0.0212	Nke nziza 0.0373	Nke mbi -0.0264
Answer 292	-	Nke nziza 0.0272	Nke nziza 0.0336	Nke mbi -0.0217	Nke mbi -0.0076	Nke nziza 0.0483	Nke nziza 0.0155	Nke mbi -0.0688
Answer 293	-	Nke nziza 0.0227	Nke nziza 0.0490	Nke nziza 0.0191	Nke nziza 0.0007	Nke nziza 0.0036	Nke mbi -0.0114	Nke mbi -0.0544
Answer 294	-	Nke nziza 0.0195	Nke nziza 0.1286	Nke nziza 0.0083	Nke mbi -0.0716	Nke nziza 0.0017	Nke mbi -0.0023	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

Nyir'ibicuruzwa SaaS SDTEST®

Valerii yujuje ibisabwa nk'umuntu wigisha ibijyanye n'imibereho-psychologue mu 1993 kandi kuva icyo gihe yakoresheje ubumenyi bwe mu micungire y'umushinga.
Valerii yabonye impamyabumenyi y'ikirenga hamwe n'impamyabumenyi n'umuyobozi wa porogaramu mu mwaka wa 2013. Muri gahunda ya Master, yamenyereye umushinga Roadmap (GPM Deutsche Gesellschaft für Projektmanagement e. V.) na Spiral Dynamics.
Valerii ni umwanditsi wo gucukumbura ukutamenya neza V.U.C.A. igitekerezo ukoresheje Spiral Dynamics hamwe n imibare yimibare muri psychologiya, hamwe n’ubushakashatsi 38 mpuzamahanga.

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