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Could MBTI® be coupled with Spiral Dynamics?

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

Brief Overviews of the Systems

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

Spiral Dynamics maps the evolution of motivational value systems in a spectrum of colors or levels, from basic survivalist Beige to holistic-minded Turquoise. It builds on Clare Graves' theory of levels of human existence and has been used extensively in organizational development and coaching. SDTEST^®has 86460 results from 171 countries, results clustered into 7998 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.

Ustawi wa kisaikolojia

chati Uwiano

VUCA

Muhimu thamani ya mgawo uwiano

Usambazaji wa kawaida, na William Sealy Gosset (Mwanafunzi) r = 0.0482

Usambazaji usio wa kawaida, na Spearman r = 0.002

Onyesha matokeo tu > r = 0.0482

Usambazaji	Sio kawaida	Kawaida	Sio kawaida	Kawaida	Kawaida	Kawaida	Kawaida	Kawaida
Maswali yote Maswali yote 1) Uhuru (unakubali au haukubaliani?) 2) Matunzio ya Mazingira (Je! Unakubali au haukubaliani?) 3) Ukuaji wa kibinafsi (unakubali au haukubaliani?) 4) Mahusiano mazuri na wengine (unakubali au haukubaliani?) 5) Kusudi maishani (unakubali au haukubaliani?) 6) Kukubali mwenyewe (unakubali au haukubaliani?)
1) Uhuru (unakubali au haukubaliani?)
Answer 1	-	Hasi dhaifu -0.0558	Chanya dhaifu 0.0676	Hasi dhaifu -0.0365	Chanya dhaifu 0.0393	Hasi dhaifu -0.0529	Hasi dhaifu -0.0127	Chanya dhaifu 0.0449
Answer 2	-	Hasi dhaifu -0.0261	Hasi dhaifu -0.0290	Chanya dhaifu 0.0153	Chanya dhaifu 0.0293	Hasi dhaifu -0.0012	Hasi dhaifu -0.0298	Chanya dhaifu 0.0199
Answer 3	-	Chanya dhaifu 0.0405	Hasi dhaifu -0.0317	Chanya dhaifu 0.0173	Hasi dhaifu -0.0338	Chanya dhaifu 0.0112	Chanya dhaifu 0.0444	Hasi dhaifu -0.0358
Answer 4	-	Chanya dhaifu 0.0429	Hasi dhaifu -0.0131	Chanya dhaifu 0.0265	Chanya dhaifu 0.0020	Hasi dhaifu -0.0138	Hasi dhaifu -0.0532	Chanya dhaifu 0.0163
Answer 5	-	Hasi dhaifu -0.0057	Hasi dhaifu -0.0091	Hasi dhaifu -0.0140	Hasi dhaifu -0.0211	Chanya dhaifu 0.0745	Chanya dhaifu 0.0497	Hasi dhaifu -0.0707
Answer 6	-	Chanya dhaifu 0.0575	Hasi dhaifu -0.0324	Chanya dhaifu 0.0395	Hasi dhaifu -0.0276	Chanya dhaifu 0.0083	Hasi dhaifu -0.0055	Hasi dhaifu -0.0267
Answer 7	-	Chanya dhaifu 0.0361	Chanya dhaifu 0.0252	Hasi dhaifu -0.0341	Hasi dhaifu -0.0617	Chanya dhaifu 0.0284	Chanya dhaifu 0.0224	Chanya dhaifu 0.0072
Uhuru (unakubali au haukubaliani?)
Answer 8	-	Chanya dhaifu 0.0017	Chanya dhaifu 0.0307	Chanya dhaifu 0.0295	Hasi dhaifu -0.0243	Hasi dhaifu -0.0375	Hasi dhaifu -0.0875	Chanya dhaifu 0.0855
Answer 9	-	Hasi dhaifu -0.0530	Hasi dhaifu -0.0031	Chanya dhaifu 0.0107	Chanya dhaifu 0.0472	Hasi dhaifu -0.0140	Chanya dhaifu 0.0100	Hasi dhaifu -0.0128
Answer 10	-	Hasi dhaifu -0.0471	Hasi dhaifu -0.0408	Hasi dhaifu -0.0483	Chanya dhaifu 0.0025	Chanya dhaifu 0.0132	Chanya dhaifu 0.0653	Chanya dhaifu 0.0265
Answer 11	-	Chanya dhaifu 0.0353	Chanya dhaifu 0.0306	Chanya dhaifu 0.0154	Hasi dhaifu -0.0026	Hasi dhaifu -0.0290	Chanya dhaifu 0.0134	Hasi dhaifu -0.0371
Answer 12	-	Chanya dhaifu 0.0408	Chanya dhaifu 0.0031	Hasi dhaifu -0.0341	Chanya dhaifu 0.0154	Chanya dhaifu 0.0483	Chanya dhaifu 0.0154	Hasi dhaifu -0.0724
Answer 13	-	Chanya dhaifu 0.0582	Hasi dhaifu -0.0347	Chanya dhaifu 0.0334	Hasi dhaifu -0.0588	Chanya dhaifu 0.0337	Hasi dhaifu -0.0004	Hasi dhaifu -0.0193
Answer 14	-	Chanya dhaifu 0.0482	Chanya dhaifu 0.0250	Hasi dhaifu -0.0119	Hasi dhaifu -0.0165	Chanya dhaifu 0.0200	Hasi dhaifu -0.0004	Hasi dhaifu -0.0343
Uhuru (unakubali au haukubaliani?)
Answer 15	-	Chanya dhaifu 0.0680	Chanya dhaifu 0.0185	Chanya dhaifu 0.0379	Hasi dhaifu -0.0547	Chanya dhaifu 0.0436	Hasi dhaifu -0.0247	Hasi dhaifu -0.0567
Answer 16	-	Chanya dhaifu 0.0594	Chanya dhaifu 0.0231	Chanya dhaifu 0.0391	Chanya dhaifu 0.0189	Hasi dhaifu -0.0190	Hasi dhaifu -0.0272	Hasi dhaifu -0.0633
Answer 17	-	Hasi dhaifu -0.0189	Hasi dhaifu -0.0165	Hasi dhaifu -0.0376	Chanya dhaifu 0.0786	Chanya dhaifu 0.0087	Chanya dhaifu 0.0229	Hasi dhaifu -0.0502
Answer 18	-	Hasi dhaifu -0.0164	Chanya dhaifu 0.0050	Hasi dhaifu -0.0325	Hasi dhaifu -0.0199	Chanya dhaifu 0.0074	Hasi dhaifu -0.0037	Chanya dhaifu 0.0531
Answer 19	-	Chanya dhaifu 0.0176	Chanya dhaifu 0.0442	Hasi dhaifu -0.0243	Hasi dhaifu -0.0228	Hasi dhaifu -0.0159	Chanya dhaifu 0.0415	Hasi dhaifu -0.0123
Answer 20	-	Hasi dhaifu -0.0403	Hasi dhaifu -0.0294	Chanya dhaifu 0.0089	Chanya dhaifu 0.0135	Hasi dhaifu -0.0523	Chanya dhaifu 0.0278	Chanya dhaifu 0.0478
Answer 21	-	Hasi dhaifu -0.0506	Hasi dhaifu -0.0313	Chanya dhaifu 0.0166	Hasi dhaifu -0.0550	Chanya dhaifu 0.0413	Hasi dhaifu -0.0380	Chanya dhaifu 0.0827
Uhuru (unakubali au haukubaliani?)
Answer 22	-	Hasi dhaifu -0.0263	Chanya dhaifu 0.0357	Chanya dhaifu 0.0129	Hasi dhaifu -0.0489	Hasi dhaifu -0.0227	Hasi dhaifu -0.0359	Chanya dhaifu 0.0818
Answer 23	-	Hasi dhaifu -0.0503	Hasi dhaifu -0.0164	Hasi dhaifu -0.0078	Chanya dhaifu 0.0113	Hasi dhaifu -0.0093	Chanya dhaifu 0.0093	Chanya dhaifu 0.0396
Answer 24	-	Chanya dhaifu 0.0427	Hasi dhaifu -0.0433	Hasi dhaifu -0.0081	Chanya dhaifu 0.0618	Hasi dhaifu -0.0214	Chanya dhaifu 0.0539	Hasi dhaifu -0.0788
Answer 25	-	Chanya dhaifu 0.0160	Chanya dhaifu 0.0102	Chanya dhaifu 0.0173	Hasi dhaifu -0.0114	Hasi dhaifu -0.0138	Hasi dhaifu -0.0189	Chanya dhaifu 0.0074
Answer 26	-	Hasi dhaifu -0.0047	Hasi dhaifu -0.0178	Hasi dhaifu -0.0198	Hasi dhaifu -0.0157	Chanya dhaifu 0.0735	Hasi dhaifu -0.0056	Hasi dhaifu -0.0176
Answer 27	-	Chanya dhaifu 0.0568	Chanya dhaifu 0.0128	Chanya dhaifu 0.0057	Chanya dhaifu 0.0019	Chanya dhaifu 0.0707	Hasi dhaifu -0.0088	Hasi dhaifu -0.1106
Answer 28	-	Chanya dhaifu 0.0439	Chanya dhaifu 0.0471	Hasi dhaifu -0.0050	Chanya dhaifu 0.0024	Hasi dhaifu -0.0283	Chanya dhaifu 0.0017	Hasi dhaifu -0.0262
Uhuru (unakubali au haukubaliani?)
Answer 29	-	Chanya dhaifu 0.0843	Chanya dhaifu 0.0319	Hasi dhaifu -0.0135	Hasi dhaifu -0.0311	Chanya dhaifu 0.0440	Hasi dhaifu -0.0272	Hasi dhaifu -0.0531
Answer 30	-	Chanya dhaifu 0.0312	Hasi dhaifu -0.0196	Chanya dhaifu 0.0299	Hasi dhaifu -0.0624	Chanya dhaifu 0.0259	Chanya dhaifu 0.0129	Hasi dhaifu -0.0101
Answer 31	-	Hasi dhaifu -0.0181	Hasi dhaifu -0.0360	Hasi dhaifu -0.0001	Hasi dhaifu -0.0228	Chanya dhaifu 0.0369	Chanya dhaifu 0.0012	Chanya dhaifu 0.0235
Answer 32	-	Chanya dhaifu 0.0338	Chanya dhaifu 0.0414	Chanya dhaifu 0.0287	Chanya dhaifu 0.0114	Hasi dhaifu -0.0254	Hasi dhaifu -0.0220	Hasi dhaifu -0.0378
Answer 33	-	Hasi dhaifu -0.0126	Chanya dhaifu 0.0012	Hasi dhaifu -0.0265	Chanya dhaifu 0.0215	Chanya dhaifu 0.0404	Hasi dhaifu -0.0319	Hasi dhaifu -0.0014
Answer 34	-	Hasi dhaifu -0.0064	Hasi dhaifu -0.0286	Hasi dhaifu -0.0258	Chanya dhaifu 0.0040	Hasi dhaifu -0.0130	Chanya dhaifu 0.0534	Chanya dhaifu 0.0061
Answer 35	-	Hasi dhaifu -0.0697	Chanya dhaifu 0.0268	Chanya dhaifu 0.0038	Chanya dhaifu 0.0668	Hasi dhaifu -0.0825	Hasi dhaifu -0.0057	Chanya dhaifu 0.0418
Uhuru (unakubali au haukubaliani?)
Answer 36	-	Chanya dhaifu 0.0914	Chanya dhaifu 0.0302	Hasi dhaifu -0.0085	Hasi dhaifu -0.0605	Chanya dhaifu 0.0573	Chanya dhaifu 0.0056	Hasi dhaifu -0.0735
Answer 37	-	Chanya dhaifu 0.0622	Chanya dhaifu 0.0227	Chanya dhaifu 0.0134	Hasi dhaifu -0.0153	Chanya dhaifu 0.0132	Hasi dhaifu -0.0053	Hasi dhaifu -0.0556
Answer 38	-	Hasi dhaifu -0.0540	Hasi dhaifu -0.0463	Hasi dhaifu -0.0018	Chanya dhaifu 0.0334	Chanya dhaifu 0.0493	Hasi dhaifu -0.0097	Hasi dhaifu -0.0053
Answer 39	-	Chanya dhaifu 0.0219	Hasi dhaifu -0.0071	Hasi dhaifu -0.0001	Hasi dhaifu -0.0170	Hasi dhaifu -0.0626	Chanya dhaifu 0.0254	Chanya dhaifu 0.0475
Answer 40	-	Hasi dhaifu -0.0453	Hasi dhaifu -0.0232	Hasi dhaifu -0.0104	Chanya dhaifu 0.0256	Hasi dhaifu -0.0203	Chanya dhaifu 0.0328	Chanya dhaifu 0.0170
Answer 41	-	Hasi dhaifu -0.0448	Hasi dhaifu -0.0232	Hasi dhaifu -0.0166	Chanya dhaifu 0.0445	Hasi dhaifu -0.0535	Chanya dhaifu 0.0139	Chanya dhaifu 0.0497
Answer 42	-	Hasi dhaifu -0.0258	Chanya dhaifu 0.0510	Chanya dhaifu 0.0203	Hasi dhaifu -0.0185	Chanya dhaifu 0.0032	Hasi dhaifu -0.0527	Chanya dhaifu 0.0282
Uhuru (unakubali au haukubaliani?)
Answer 43	-	Hasi dhaifu -0.0520	Chanya dhaifu 0.0292	Chanya dhaifu 0.0515	Chanya dhaifu 0.0187	Hasi dhaifu -0.0615	Hasi dhaifu -0.0733	Chanya dhaifu 0.0710
Answer 44	-	Hasi dhaifu -0.0082	Hasi dhaifu -0.0399	Hasi dhaifu -0.0281	Chanya dhaifu 0.0100	Chanya dhaifu 0.0101	Chanya dhaifu 0.0723	Hasi dhaifu -0.0252
Answer 45	-	Hasi dhaifu -0.0070	Chanya dhaifu 0.0138	Hasi dhaifu -0.0275	Hasi dhaifu -0.0176	Chanya dhaifu 0.0455	Chanya dhaifu 0.0165	Hasi dhaifu -0.0184
Answer 46	-	Chanya dhaifu 0.0504	Hasi dhaifu -0.0165	Chanya dhaifu 0.0110	Hasi dhaifu -0.0223	Chanya dhaifu 0.0118	Chanya dhaifu 0.0138	Hasi dhaifu -0.0343
Answer 47	-	Chanya dhaifu 0.0315	Hasi dhaifu -0.0030	Hasi dhaifu -0.0234	Chanya dhaifu 0.0309	Chanya dhaifu 0.0066	Chanya dhaifu 0.0145	Hasi dhaifu -0.0479
Answer 48	-	Chanya dhaifu 0.0358	Chanya dhaifu 0.0178	Chanya dhaifu 0.0072	Hasi dhaifu -0.0116	Chanya dhaifu 0.0100	Hasi dhaifu -0.0365	Hasi dhaifu -0.0049
Answer 49	-	Chanya dhaifu 0.0441	Chanya dhaifu 0.0063	Hasi dhaifu -0.0222	Hasi dhaifu -0.0371	Chanya dhaifu 0.0292	Hasi dhaifu -0.0161	Chanya dhaifu 0.0095
2) Matunzio ya Mazingira (Je! Unakubali au haukubaliani?)
Answer 50	-	Hasi dhaifu -0.0481	Hasi dhaifu -0.0219	Chanya dhaifu 0.0087	Chanya dhaifu 0.0764	Hasi dhaifu -0.0376	Hasi dhaifu -0.1025	Chanya dhaifu 0.0850
Answer 51	-	Hasi dhaifu -0.0039	Hasi dhaifu -0.0114	Chanya dhaifu 0.0031	Hasi dhaifu -0.0270	Chanya dhaifu 0.0048	Chanya dhaifu 0.0310	Hasi dhaifu -0.0014
Answer 52	-	Chanya dhaifu 0.0249	Hasi dhaifu -0.0345	Hasi dhaifu -0.0077	Hasi dhaifu -0.0170	Hasi dhaifu -0.0084	Chanya dhaifu 0.0906	Hasi dhaifu -0.0407
Answer 53	-	Chanya dhaifu 0.0077	Hasi dhaifu -0.0041	Hasi dhaifu -0.0098	Hasi dhaifu -0.0210	Hasi dhaifu -0.0010	Hasi dhaifu -0.0094	Chanya dhaifu 0.0406
Answer 54	-	Chanya dhaifu 0.0078	Chanya dhaifu 0.0307	Chanya dhaifu 0.0123	Hasi dhaifu -0.0081	Chanya dhaifu 0.0205	Hasi dhaifu -0.0037	Hasi dhaifu -0.0423
Answer 55	-	Chanya dhaifu 0.0442	Chanya dhaifu 0.0243	Hasi dhaifu -0.0191	Hasi dhaifu -0.0098	Chanya dhaifu 0.0711	Chanya dhaifu 0.0021	Hasi dhaifu -0.0867
Answer 56	-	Chanya dhaifu 0.0061	Chanya dhaifu 0.1030	Chanya dhaifu 0.0084	Hasi dhaifu -0.0361	Hasi dhaifu -0.0145	Chanya dhaifu 0.0113	Hasi dhaifu -0.0327
Matunzio ya Mazingira (Je! Unakubali au haukubaliani?)
Answer 57	-	Chanya dhaifu 0.0625	Chanya dhaifu 0.0863	Chanya dhaifu 0.0493	Hasi dhaifu -0.0781	Chanya dhaifu 0.0043	Hasi dhaifu -0.0346	Hasi dhaifu -0.0331
Answer 58	-	Chanya dhaifu 0.0696	Chanya dhaifu 0.0345	Hasi dhaifu -0.0277	Hasi dhaifu -0.0328	Chanya dhaifu 0.0100	Chanya dhaifu 0.0695	Hasi dhaifu -0.0746
Answer 59	-	Hasi dhaifu -0.0123	Hasi dhaifu -0.0306	Chanya dhaifu 0.0133	Chanya dhaifu 0.0106	Hasi dhaifu -0.0011	Chanya dhaifu 0.0224	Hasi dhaifu -0.0153
Answer 60	-	Chanya dhaifu 0.0146	Hasi dhaifu -0.0082	Hasi dhaifu -0.0001	Hasi dhaifu -0.0086	Chanya dhaifu 0.0054	Hasi dhaifu -0.0065	Chanya dhaifu 0.0053
Answer 61	-	Hasi dhaifu -0.0057	Chanya dhaifu 0.0194	Chanya dhaifu 0.0007	Chanya dhaifu 0.0056	Hasi dhaifu -0.0054	Hasi dhaifu -0.0167	Chanya dhaifu 0.0032
Answer 62	-	Hasi dhaifu -0.0547	Hasi dhaifu -0.0798	Hasi dhaifu -0.0001	Chanya dhaifu 0.0034	Chanya dhaifu 0.0035	Chanya dhaifu 0.0108	Chanya dhaifu 0.0675
Answer 63	-	Hasi dhaifu -0.0554	Chanya dhaifu 0.0014	Hasi dhaifu -0.0218	Chanya dhaifu 0.0779	Hasi dhaifu -0.0152	Hasi dhaifu -0.0596	Chanya dhaifu 0.0417
Matunzio ya Mazingira (Je! Unakubali au haukubaliani?)
Answer 64	-	Chanya dhaifu 0.0568	Chanya dhaifu 0.0937	Chanya dhaifu 0.0469	Hasi dhaifu -0.0785	Hasi dhaifu -0.0060	Hasi dhaifu -0.0389	Hasi dhaifu -0.0184
Answer 65	-	Chanya dhaifu 0.0144	Chanya dhaifu 0.0567	Hasi dhaifu -0.0122	Hasi dhaifu -0.0489	Chanya dhaifu 0.0327	Chanya dhaifu 0.0345	Hasi dhaifu -0.0441
Answer 66	-	Chanya dhaifu 0.0521	Hasi dhaifu -0.0288	Chanya dhaifu 0.0003	Hasi dhaifu -0.0204	Chanya dhaifu 0.0111	Chanya dhaifu 0.0173	Hasi dhaifu -0.0215
Answer 67	-	Chanya dhaifu 0.0159	Chanya dhaifu 0.0335	Hasi dhaifu -0.0064	Hasi dhaifu -0.0079	Hasi dhaifu -0.0429	Chanya dhaifu 0.0302	Hasi dhaifu -0.0021
Answer 68	-	Hasi dhaifu -0.0520	Hasi dhaifu -0.0249	Hasi dhaifu -0.0168	Chanya dhaifu 0.0529	Chanya dhaifu 0.0091	Chanya dhaifu 0.0217	Hasi dhaifu -0.0144
Answer 69	-	Hasi dhaifu -0.0453	Hasi dhaifu -0.0591	Chanya dhaifu 0.0464	Chanya dhaifu 0.0127	Hasi dhaifu -0.0266	Hasi dhaifu -0.0203	Chanya dhaifu 0.0529
Answer 70	-	Hasi dhaifu -0.0395	Hasi dhaifu -0.0425	Hasi dhaifu -0.0501	Chanya dhaifu 0.0785	Chanya dhaifu 0.0177	Hasi dhaifu -0.0492	Chanya dhaifu 0.0418
Matunzio ya Mazingira (Je! Unakubali au haukubaliani?)
Answer 71	-	Chanya dhaifu 0.0098	Hasi dhaifu -0.0565	Chanya dhaifu 0.0031	Hasi dhaifu -0.0008	Chanya dhaifu 0.0102	Hasi dhaifu -0.0545	Chanya dhaifu 0.0640
Answer 72	-	Hasi dhaifu -0.0431	Hasi dhaifu -0.0667	Chanya dhaifu 0.0160	Chanya dhaifu 0.0448	Chanya dhaifu 0.0015	Hasi dhaifu -0.0400	Chanya dhaifu 0.0383
Answer 73	-	Chanya dhaifu 0.0106	Chanya dhaifu 0.0164	Hasi dhaifu -0.0163	Hasi dhaifu -0.0156	Chanya dhaifu 0.0089	Chanya dhaifu 0.0256	Hasi dhaifu -0.0180
Answer 74	-	Chanya dhaifu 0.0569	Chanya dhaifu 0.0452	Hasi dhaifu -0.0223	Hasi dhaifu -0.0249	Hasi dhaifu -0.0312	Chanya dhaifu 0.0314	Hasi dhaifu -0.0143
Answer 75	-	Hasi dhaifu -0.0152	Chanya dhaifu 0.0256	Hasi dhaifu -0.0073	Hasi dhaifu -0.0002	Chanya dhaifu 0.0095	Chanya dhaifu 0.0604	Hasi dhaifu -0.0570
Answer 76	-	Hasi dhaifu -0.0032	Chanya dhaifu 0.0609	Hasi dhaifu -0.0042	Chanya dhaifu 0.0015	Hasi dhaifu -0.0071	Chanya dhaifu 0.0334	Hasi dhaifu -0.0545
Answer 77	-	Chanya dhaifu 0.0081	Chanya dhaifu 0.0659	Chanya dhaifu 0.0362	Hasi dhaifu -0.0421	Hasi dhaifu -0.0037	Hasi dhaifu -0.0188	Hasi dhaifu -0.0148
Matunzio ya Mazingira (Je! Unakubali au haukubaliani?)
Answer 78	-	Chanya dhaifu 0.0382	Chanya dhaifu 0.0444	Chanya dhaifu 0.0479	Hasi dhaifu -0.0695	Hasi dhaifu -0.0611	Hasi dhaifu -0.0123	Chanya dhaifu 0.0462
Answer 79	-	Chanya dhaifu 0.0104	Chanya dhaifu 0.0621	Chanya dhaifu 0.0080	Hasi dhaifu -0.0499	Hasi dhaifu -0.0280	Chanya dhaifu 0.0167	Chanya dhaifu 0.0116
Answer 80	-	Chanya dhaifu 0.0208	Hasi dhaifu -0.0386	Chanya dhaifu 0.0218	Hasi dhaifu -0.0798	Chanya dhaifu 0.0155	Chanya dhaifu 0.0023	Chanya dhaifu 0.0496
Answer 81	-	Hasi dhaifu -0.0122	Chanya dhaifu 0.0067	Chanya dhaifu 0.0058	Hasi dhaifu -0.0461	Hasi dhaifu -0.0063	Chanya dhaifu 0.0392	Chanya dhaifu 0.0180
Answer 82	-	Hasi dhaifu -0.0369	Hasi dhaifu -0.0102	Chanya dhaifu 0.0064	Hasi dhaifu -0.0004	Chanya dhaifu 0.0162	Chanya dhaifu 0.0126	Hasi dhaifu -0.0044
Answer 83	-	Hasi dhaifu -0.0257	Hasi dhaifu -0.0569	Hasi dhaifu -0.0529	Chanya dhaifu 0.0457	Chanya dhaifu 0.0331	Chanya dhaifu 0.0556	Hasi dhaifu -0.0260
Answer 84	-	Chanya dhaifu 0.0086	Chanya dhaifu 0.0049	Hasi dhaifu -0.0170	Chanya dhaifu 0.1485	Chanya dhaifu 0.0142	Hasi dhaifu -0.0991	Hasi dhaifu -0.0685
Matunzio ya Mazingira (Je! Unakubali au haukubaliani?)
Answer 85	-	Hasi dhaifu -0.0240	Hasi dhaifu -0.0003	Chanya dhaifu 0.0010	Chanya dhaifu 0.1101	Chanya dhaifu 0.0074	Hasi dhaifu -0.1284	Chanya dhaifu 0.0079
Answer 86	-	Hasi dhaifu -0.0275	Hasi dhaifu -0.0476	Chanya dhaifu 0.0319	Hasi dhaifu -0.0164	Hasi dhaifu -0.0274	Chanya dhaifu 0.0617	Chanya dhaifu 0.0094
Answer 87	-	Hasi dhaifu -0.0038	Chanya dhaifu 6.37E-5	Hasi dhaifu -0.0328	Hasi dhaifu -0.0462	Chanya dhaifu 0.0148	Chanya dhaifu 0.0608	Chanya dhaifu 0.0097
Answer 88	-	Chanya dhaifu 0.0529	Chanya dhaifu 0.0141	Hasi dhaifu -0.0279	Hasi dhaifu -0.0625	Chanya dhaifu 0.0121	Chanya dhaifu 0.0255	Chanya dhaifu 0.0110
Answer 89	-	Chanya dhaifu 0.0454	Chanya dhaifu 0.0206	Chanya dhaifu 0.0374	Hasi dhaifu -0.0039	Hasi dhaifu -0.0393	Chanya dhaifu 0.0002	Hasi dhaifu -0.0345
Answer 90	-	Chanya dhaifu 0.0346	Chanya dhaifu 0.0293	Hasi dhaifu -0.0238	Hasi dhaifu -0.0278	Chanya dhaifu 0.0287	Chanya dhaifu 0.0120	Hasi dhaifu -0.0280
Answer 91	-	Hasi dhaifu -0.0370	Chanya dhaifu 0.0514	Hasi dhaifu -0.0034	Hasi dhaifu -0.0341	Chanya dhaifu 0.0259	Chanya dhaifu 0.0066	Hasi dhaifu -0.0018
Matunzio ya Mazingira (Je! Unakubali au haukubaliani?)
Answer 92	-	Chanya dhaifu 0.0530	Chanya dhaifu 0.0562	Chanya dhaifu 0.0236	Hasi dhaifu -0.0948	Chanya dhaifu 0.0110	Chanya dhaifu 0.0346	Hasi dhaifu -0.0341
Answer 93	-	Chanya dhaifu 0.0141	Chanya dhaifu 0.0545	Chanya dhaifu 0.0008	Hasi dhaifu -0.0395	Hasi dhaifu -0.0056	Chanya dhaifu 0.0031	Hasi dhaifu -0.0024
Answer 94	-	Chanya dhaifu 0.0473	Hasi dhaifu -0.0192	Hasi dhaifu -0.0083	Hasi dhaifu -0.0314	Chanya dhaifu 0.0013	Chanya dhaifu 0.0416	Hasi dhaifu -0.0150
Answer 95	-	Hasi dhaifu -0.0116	Hasi dhaifu -0.0116	Chanya dhaifu 0.0239	Chanya dhaifu 0.0083	Hasi dhaifu -0.0109	Chanya dhaifu 0.0139	Hasi dhaifu -0.0141
Answer 96	-	Hasi dhaifu -0.0103	Hasi dhaifu -0.0217	Hasi dhaifu -0.0032	Hasi dhaifu -0.0035	Hasi dhaifu -0.0090	Chanya dhaifu 0.0329	Chanya dhaifu 0.0048
Answer 97	-	Hasi dhaifu -0.0565	Hasi dhaifu -0.0412	Hasi dhaifu -0.0104	Chanya dhaifu 0.0414	Chanya dhaifu 0.0073	Hasi dhaifu -0.0191	Chanya dhaifu 0.0375
Answer 98	-	Hasi dhaifu -0.0328	Hasi dhaifu -0.0097	Hasi dhaifu -0.0169	Chanya dhaifu 0.1000	Chanya dhaifu 0.0042	Hasi dhaifu -0.0916	Chanya dhaifu 0.0162
3) Ukuaji wa kibinafsi (unakubali au haukubaliani?)
Answer 99	-	Hasi dhaifu -0.0376	Hasi dhaifu -0.1286	Chanya dhaifu 0.0035	Hasi dhaifu -0.0027	Hasi dhaifu -0.0406	Hasi dhaifu -0.0230	Chanya dhaifu 0.1634
Answer 100	-	Hasi dhaifu -0.0266	Chanya dhaifu 0.0663	Hasi dhaifu -0.0006	Chanya dhaifu 0.0406	Chanya dhaifu 0.0282	Chanya dhaifu 0.0295	Hasi dhaifu -0.1165
Answer 101	-	Chanya dhaifu 0.0727	Chanya dhaifu 0.0542	Hasi dhaifu -0.0141	Hasi dhaifu -0.0062	Chanya dhaifu 0.0436	Chanya dhaifu 0.0034	Hasi dhaifu -0.1072
Answer 102	-	Chanya dhaifu 0.0417	Chanya dhaifu 0.0634	Hasi dhaifu -0.0091	Hasi dhaifu -0.0458	Chanya dhaifu 0.0007	Hasi dhaifu -0.0041	Hasi dhaifu -0.0096
Answer 103	-	Chanya dhaifu 0.0047	Chanya dhaifu 0.0649	Chanya dhaifu 0.0212	Hasi dhaifu -0.0120	Hasi dhaifu -0.0186	Chanya dhaifu 0.0133	Hasi dhaifu -0.0433
Answer 104	-	Chanya dhaifu 0.0242	Chanya dhaifu 0.0083	Hasi dhaifu -0.0307	Hasi dhaifu -0.0103	Chanya dhaifu 0.0282	Chanya dhaifu 0.0219	Hasi dhaifu -0.0276
Answer 105	-	Chanya dhaifu 0.0234	Chanya dhaifu 0.0429	Chanya dhaifu 0.0315	Hasi dhaifu -0.0367	Hasi dhaifu -0.0220	Hasi dhaifu -0.0333	Chanya dhaifu 0.0133
Ukuaji wa kibinafsi (unakubali au haukubaliani?)
Answer 106	-	Chanya dhaifu 0.0019	Hasi dhaifu -0.0017	Chanya dhaifu 0.0116	Chanya dhaifu 0.0301	Hasi dhaifu -0.0167	Hasi dhaifu -0.0077	Hasi dhaifu -0.0164
Answer 107	-	Chanya dhaifu 0.0136	Chanya dhaifu 0.0255	Hasi dhaifu -0.0062	Chanya dhaifu 0.0223	Chanya dhaifu 0.0276	Hasi dhaifu -0.0336	Hasi dhaifu -0.0393
Answer 108	-	Chanya dhaifu 0.0285	Chanya dhaifu 0.1232	Hasi dhaifu -0.0184	Hasi dhaifu -0.0329	Chanya dhaifu 0.0138	Hasi dhaifu -0.0081	Hasi dhaifu -0.0525
Answer 109	-	Chanya dhaifu 0.1145	Chanya dhaifu 0.0304	Hasi dhaifu -0.0383	Hasi dhaifu -0.0233	Hasi dhaifu -0.0053	Hasi dhaifu -0.0005	Hasi dhaifu -0.0323
Answer 110	-	Chanya dhaifu 0.0514	Chanya dhaifu 0.0810	Hasi dhaifu -0.0114	Chanya dhaifu 0.0176	Chanya dhaifu 0.0001	Chanya dhaifu 0.0296	Hasi dhaifu -0.1159
Answer 111	-	Hasi dhaifu -0.0147	Chanya dhaifu 0.0526	Hasi dhaifu -0.0260	Chanya dhaifu 0.0170	Chanya dhaifu 0.0182	Chanya dhaifu 0.0931	Hasi dhaifu -0.1129
Answer 112	-	Hasi dhaifu -0.0767	Hasi dhaifu -0.1355	Chanya dhaifu 0.0415	Hasi dhaifu -0.0247	Hasi dhaifu -0.0165	Hasi dhaifu -0.0584	Chanya dhaifu 0.1867
Ukuaji wa kibinafsi (unakubali au haukubaliani?)
Answer 113	-	Chanya dhaifu 0.0571	Chanya dhaifu 0.0569	Chanya dhaifu 0.0253	Hasi dhaifu -0.0376	Hasi dhaifu -0.0090	Hasi dhaifu -0.0305	Hasi dhaifu -0.0211
Answer 114	-	Chanya dhaifu 0.0226	Chanya dhaifu 0.0455	Chanya dhaifu 0.0207	Hasi dhaifu -0.0316	Hasi dhaifu -0.0107	Hasi dhaifu -0.0178	Hasi dhaifu -0.0048
Answer 115	-	Chanya dhaifu 0.0143	Chanya dhaifu 0.0882	Chanya dhaifu 0.0018	Hasi dhaifu -0.0286	Chanya dhaifu 0.0130	Chanya dhaifu 0.0248	Hasi dhaifu -0.0732
Answer 116	-	Chanya dhaifu 0.1073	Chanya dhaifu 0.0293	Hasi dhaifu -0.0215	Hasi dhaifu -0.0142	Chanya dhaifu 0.0249	Hasi dhaifu -0.0360	Hasi dhaifu -0.0469
Answer 117	-	Chanya dhaifu 0.0671	Chanya dhaifu 0.0620	Hasi dhaifu -0.0242	Hasi dhaifu -0.0197	Chanya dhaifu 0.0209	Chanya dhaifu 0.0056	Hasi dhaifu -0.0656
Answer 118	-	Hasi dhaifu -0.0055	Hasi dhaifu -0.0191	Hasi dhaifu -0.0238	Hasi dhaifu -0.0591	Chanya dhaifu 0.0255	Chanya dhaifu 0.0746	Chanya dhaifu 0.0079
Answer 119	-	Hasi dhaifu -0.1150	Hasi dhaifu -0.1053	Chanya dhaifu 0.0225	Chanya dhaifu 0.0970	Hasi dhaifu -0.0396	Hasi dhaifu -0.0334	Chanya dhaifu 0.0898
Ukuaji wa kibinafsi (unakubali au haukubaliani?)
Answer 120	-	Hasi dhaifu -0.0604	Hasi dhaifu -0.0718	Hasi dhaifu -0.0154	Hasi dhaifu -0.0212	Hasi dhaifu -0.0176	Hasi dhaifu -0.0200	Chanya dhaifu 0.1496
Answer 121	-	Hasi dhaifu -0.0128	Chanya dhaifu 0.0234	Hasi dhaifu -0.0222	Chanya dhaifu 0.0499	Chanya dhaifu 0.0027	Chanya dhaifu 0.0259	Hasi dhaifu -0.0600
Answer 122	-	Chanya dhaifu 0.0266	Chanya dhaifu 0.0279	Hasi dhaifu -0.0116	Chanya dhaifu 0.0046	Chanya dhaifu 0.0765	Chanya dhaifu 0.0108	Hasi dhaifu -0.1114
Answer 123	-	Chanya dhaifu 0.0789	Chanya dhaifu 0.0466	Chanya dhaifu 0.0118	Hasi dhaifu -0.0132	Hasi dhaifu -0.0208	Hasi dhaifu -0.0110	Hasi dhaifu -0.0454
Answer 124	-	Chanya dhaifu 0.0256	Chanya dhaifu 0.0301	Chanya dhaifu 0.0411	Hasi dhaifu -0.0255	Hasi dhaifu -0.0052	Hasi dhaifu -0.0093	Hasi dhaifu -0.0326
Answer 125	-	Chanya dhaifu 0.0237	Chanya dhaifu 0.0517	Chanya dhaifu 0.0445	Hasi dhaifu -0.0113	Hasi dhaifu -0.0582	Chanya dhaifu 0.0436	Hasi dhaifu -0.0546
Answer 126	-	Chanya dhaifu 0.0609	Hasi dhaifu -0.0003	Chanya dhaifu 0.0664	Hasi dhaifu -0.0445	Hasi dhaifu -0.0050	Hasi dhaifu -0.0473	Hasi dhaifu -0.0066
Ukuaji wa kibinafsi (unakubali au haukubaliani?)
Answer 127	-	Chanya dhaifu 0.0578	Chanya dhaifu 0.0950	Chanya dhaifu 0.0470	Hasi dhaifu -0.0356	Hasi dhaifu -0.0162	Hasi dhaifu -0.0222	Hasi dhaifu -0.0658
Answer 128	-	Chanya dhaifu 0.0214	Chanya dhaifu 0.0119	Chanya dhaifu 0.0498	Chanya dhaifu 0.0130	Hasi dhaifu -0.0223	Hasi dhaifu -0.0389	Hasi dhaifu -0.0199
Answer 129	-	Chanya dhaifu 0.0548	Chanya dhaifu 0.0636	Hasi dhaifu -0.0039	Chanya dhaifu 0.0139	Chanya dhaifu 0.0474	Chanya dhaifu 0.0243	Hasi dhaifu -0.1487
Answer 130	-	Chanya dhaifu 0.0279	Chanya dhaifu 0.0214	Hasi dhaifu -0.0165	Hasi dhaifu -0.0390	Chanya dhaifu 0.0047	Chanya dhaifu 0.0346	Hasi dhaifu -0.0172
Answer 131	-	Chanya dhaifu 0.0540	Chanya dhaifu 0.0191	Hasi dhaifu -0.0556	Hasi dhaifu -0.0046	Chanya dhaifu 0.0089	Chanya dhaifu 0.0495	Hasi dhaifu -0.0445
Answer 132	-	Hasi dhaifu -0.0566	Hasi dhaifu -0.0778	Chanya dhaifu 0.0087	Hasi dhaifu -0.0024	Chanya dhaifu 0.0248	Chanya dhaifu 0.0123	Chanya dhaifu 0.0487
Answer 133	-	Hasi dhaifu -0.0914	Hasi dhaifu -0.0656	Hasi dhaifu -0.0169	Chanya dhaifu 0.0321	Hasi dhaifu -0.0450	Hasi dhaifu -0.0481	Chanya dhaifu 0.1618
Ukuaji wa kibinafsi (unakubali au haukubaliani?)
Answer 134	-	Chanya dhaifu 0.0296	Chanya dhaifu 0.0272	Chanya dhaifu 0.0025	Hasi dhaifu -0.0289	Hasi dhaifu -0.0035	Hasi dhaifu -0.0066	Hasi dhaifu -0.0038
Answer 135	-	Chanya dhaifu 0.0582	Chanya dhaifu 0.0889	Hasi dhaifu -0.0068	Hasi dhaifu -0.0126	Chanya dhaifu 0.0237	Hasi dhaifu -0.0188	Hasi dhaifu -0.0770
Answer 136	-	Chanya dhaifu 0.0208	Chanya dhaifu 0.0390	Chanya dhaifu 0.0059	Chanya dhaifu 0.0154	Hasi dhaifu -0.0130	Chanya dhaifu 0.0202	Hasi dhaifu -0.0626
Answer 137	-	Chanya dhaifu 0.0593	Chanya dhaifu 0.0527	Hasi dhaifu -0.0098	Hasi dhaifu -0.0154	Hasi dhaifu -0.0047	Hasi dhaifu -0.0139	Hasi dhaifu -0.0298
Answer 138	-	Chanya dhaifu 0.0201	Chanya dhaifu 0.0094	Chanya dhaifu 0.0195	Hasi dhaifu -0.0154	Hasi dhaifu -0.0424	Chanya dhaifu 0.0459	Hasi dhaifu -0.0205
Answer 139	-	Hasi dhaifu -0.0550	Hasi dhaifu -0.0376	Hasi dhaifu -0.0579	Chanya dhaifu 0.0339	Chanya dhaifu 0.0439	Chanya dhaifu 0.1060	Hasi dhaifu -0.0565
Answer 140	-	Hasi dhaifu -0.0464	Hasi dhaifu -0.0710	Chanya dhaifu 0.0370	Chanya dhaifu 0.0032	Hasi dhaifu -0.0125	Hasi dhaifu -0.0923	Chanya dhaifu 0.1291
Ukuaji wa kibinafsi (unakubali au haukubaliani?)
Answer 141	-	Hasi dhaifu -0.0725	Hasi dhaifu -0.0728	Chanya dhaifu 0.0332	Hasi dhaifu -0.0351	Hasi dhaifu -0.0178	Hasi dhaifu -0.0527	Chanya dhaifu 0.1609
Answer 142	-	Hasi dhaifu -0.0016	Hasi dhaifu -0.0155	Chanya dhaifu 0.0006	Chanya dhaifu 0.0163	Chanya dhaifu 0.0007	Chanya dhaifu 0.0292	Hasi dhaifu -0.0312
Answer 143	-	Chanya dhaifu 0.0509	Chanya dhaifu 0.0715	Hasi dhaifu -0.0440	Chanya dhaifu 0.0482	Hasi dhaifu -0.0043	Chanya dhaifu 0.0464	Hasi dhaifu -0.1233
Answer 144	-	Chanya dhaifu 0.0556	Chanya dhaifu 0.0330	Hasi dhaifu -0.0114	Hasi dhaifu -0.0097	Chanya dhaifu 0.0126	Chanya dhaifu 0.0092	Hasi dhaifu -0.0567
Answer 145	-	Chanya dhaifu 0.0130	Chanya dhaifu 0.0105	Chanya dhaifu 0.0086	Chanya dhaifu 0.0399	Chanya dhaifu 0.0166	Chanya dhaifu 0.0163	Hasi dhaifu -0.0916
Answer 146	-	Chanya dhaifu 0.0149	Chanya dhaifu 0.0622	Hasi dhaifu -0.0304	Hasi dhaifu -0.0297	Chanya dhaifu 0.0505	Hasi dhaifu -0.0043	Hasi dhaifu -0.0405
Answer 147	-	Chanya dhaifu 0.0537	Chanya dhaifu 0.0399	Chanya dhaifu 0.0103	Hasi dhaifu -0.0170	Hasi dhaifu -0.0198	Hasi dhaifu -0.0228	Hasi dhaifu -0.0121
4) Mahusiano mazuri na wengine (unakubali au haukubaliani?)
Answer 148	-	Chanya dhaifu 0.0152	Hasi dhaifu -0.0785	Hasi dhaifu -0.0051	Chanya dhaifu 0.0085	Chanya dhaifu 0.0223	Hasi dhaifu -0.0621	Chanya dhaifu 0.0671
Answer 149	-	Hasi dhaifu -0.0650	Hasi dhaifu -0.0769	Hasi dhaifu -0.0369	Hasi dhaifu -0.0020	Chanya dhaifu 0.0724	Chanya dhaifu 0.0202	Chanya dhaifu 0.0370
Answer 150	-	Hasi dhaifu -0.0299	Chanya dhaifu 0.0655	Chanya dhaifu 0.0072	Chanya dhaifu 0.0122	Hasi dhaifu -0.0047	Chanya dhaifu 0.0383	Hasi dhaifu -0.0690
Answer 151	-	Chanya dhaifu 0.0791	Chanya dhaifu 0.0682	Hasi dhaifu -0.0245	Hasi dhaifu -0.0060	Hasi dhaifu -0.0579	Chanya dhaifu 0.0146	Hasi dhaifu -0.0210
Answer 152	-	Chanya dhaifu 0.0413	Chanya dhaifu 0.0724	Chanya dhaifu 0.0502	Hasi dhaifu -0.0218	Hasi dhaifu -0.0541	Chanya dhaifu 0.0343	Hasi dhaifu -0.0735
Answer 153	-	Chanya dhaifu 0.0405	Chanya dhaifu 0.0606	Chanya dhaifu 0.0700	Hasi dhaifu -0.0152	Hasi dhaifu -0.0905	Hasi dhaifu -0.0086	Hasi dhaifu -0.0160
Answer 154	-	Chanya dhaifu 0.0020	Chanya dhaifu 0.0998	Chanya dhaifu 0.0382	Chanya dhaifu 0.0026	Hasi dhaifu -0.0473	Hasi dhaifu -0.0159	Hasi dhaifu -0.0381
Mahusiano mazuri na wengine (unakubali au haukubaliani?)
Answer 155	-	Chanya dhaifu 0.0339	Hasi dhaifu -0.0376	Chanya dhaifu 0.0290	Chanya dhaifu 0.0138	Chanya dhaifu 0.0361	Hasi dhaifu -0.0975	Chanya dhaifu 0.0087
Answer 156	-	Hasi dhaifu -0.0298	Hasi dhaifu -0.0526	Hasi dhaifu -0.0429	Chanya dhaifu 0.0026	Chanya dhaifu 0.0513	Chanya dhaifu 0.0172	Chanya dhaifu 0.0285
Answer 157	-	Chanya dhaifu 0.0050	Hasi dhaifu -0.0366	Hasi dhaifu -0.0307	Hasi dhaifu -0.0110	Chanya dhaifu 0.0188	Chanya dhaifu 0.0516	Hasi dhaifu -0.0061
Answer 158	-	Chanya dhaifu 0.0036	Chanya dhaifu 0.0409	Chanya dhaifu 0.0073	Hasi dhaifu -0.0116	Hasi dhaifu -0.0580	Chanya dhaifu 0.0406	Hasi dhaifu -0.0016
Answer 159	-	Chanya dhaifu 0.0134	Chanya dhaifu 0.0781	Chanya dhaifu 0.0281	Hasi dhaifu -0.0106	Hasi dhaifu -0.0436	Chanya dhaifu 0.0137	Hasi dhaifu -0.0446
Answer 160	-	Hasi dhaifu -0.0165	Chanya dhaifu 0.0941	Chanya dhaifu 0.0309	Chanya dhaifu 0.0200	Hasi dhaifu -0.0788	Hasi dhaifu -0.0068	Hasi dhaifu -0.0155
Answer 161	-	Hasi dhaifu -0.0322	Chanya dhaifu 0.0498	Chanya dhaifu 0.0308	Hasi dhaifu -0.0092	Hasi dhaifu -0.0340	Chanya dhaifu 0.0153	Hasi dhaifu -0.0078
Mahusiano mazuri na wengine (unakubali au haukubaliani?)
Answer 162	-	Chanya dhaifu 0.0357	Chanya dhaifu 0.0702	Chanya dhaifu 0.0389	Hasi dhaifu -0.0023	Hasi dhaifu -0.0512	Hasi dhaifu -0.0386	Hasi dhaifu -0.0128
Answer 163	-	Chanya dhaifu 0.0218	Chanya dhaifu 0.0976	Chanya dhaifu 0.0257	Chanya dhaifu 0.0067	Hasi dhaifu -0.0473	Chanya dhaifu 0.0035	Hasi dhaifu -0.0589
Answer 164	-	Hasi dhaifu -0.0103	Chanya dhaifu 0.0182	Chanya dhaifu 0.0033	Chanya dhaifu 0.0199	Chanya dhaifu 0.0229	Chanya dhaifu 0.0097	Hasi dhaifu -0.0578
Answer 165	-	Chanya dhaifu 0.0378	Hasi dhaifu -0.0059	Chanya dhaifu 0.0023	Hasi dhaifu -0.0410	Hasi dhaifu -0.0007	Chanya dhaifu 0.0013	Chanya dhaifu 0.0141
Answer 166	-	Hasi dhaifu -0.0091	Hasi dhaifu -0.0009	Hasi dhaifu -0.0310	Hasi dhaifu -0.0156	Chanya dhaifu 0.0279	Chanya dhaifu 0.0601	Hasi dhaifu -0.0309
Answer 167	-	Hasi dhaifu -0.0014	Hasi dhaifu -0.0467	Chanya dhaifu 0.0098	Hasi dhaifu -0.0371	Chanya dhaifu 0.0102	Chanya dhaifu 0.0185	Chanya dhaifu 0.0317
Answer 168	-	Hasi dhaifu -0.0499	Hasi dhaifu -0.0915	Hasi dhaifu -0.0378	Chanya dhaifu 0.0509	Chanya dhaifu 0.0270	Hasi dhaifu -0.0419	Chanya dhaifu 0.0815
Mahusiano mazuri na wengine (unakubali au haukubaliani?)
Answer 169	-	Chanya dhaifu 0.0192	Chanya dhaifu 0.0915	Chanya dhaifu 0.0218	Hasi dhaifu -0.0783	Hasi dhaifu -0.0097	Hasi dhaifu -0.0118	Chanya dhaifu 0.0097
Answer 170	-	Chanya dhaifu 0.0356	Hasi dhaifu -0.0035	Chanya dhaifu 0.0074	Hasi dhaifu -0.0814	Chanya dhaifu 0.0180	Hasi dhaifu -0.0031	Chanya dhaifu 0.0404
Answer 171	-	Chanya dhaifu 0.0266	Chanya dhaifu 0.0415	Hasi dhaifu -0.0099	Hasi dhaifu -0.0781	Chanya dhaifu 0.0215	Chanya dhaifu 0.0473	Hasi dhaifu -0.0163
Answer 172	-	Chanya dhaifu 0.0648	Hasi dhaifu -0.0118	Chanya dhaifu 0.0128	Hasi dhaifu -0.0646	Hasi dhaifu -0.0043	Chanya dhaifu 0.0027	Chanya dhaifu 0.0159
Answer 173	-	Chanya dhaifu 0.0046	Hasi dhaifu -0.0213	Hasi dhaifu -0.0259	Chanya dhaifu 0.0221	Chanya dhaifu 0.0117	Chanya dhaifu 0.0199	Hasi dhaifu -0.0189
Answer 174	-	Chanya dhaifu 0.0037	Hasi dhaifu -0.0234	Hasi dhaifu -0.0210	Chanya dhaifu 0.0152	Hasi dhaifu -0.0243	Chanya dhaifu 0.0513	Hasi dhaifu -0.0065
Answer 175	-	Hasi dhaifu -0.0967	Hasi dhaifu -0.0336	Chanya dhaifu 0.0147	Chanya dhaifu 0.1585	Hasi dhaifu -0.0043	Hasi dhaifu -0.0779	Hasi dhaifu -0.0135
Mahusiano mazuri na wengine (unakubali au haukubaliani?)
Answer 176	-	Chanya dhaifu 0.0006	Hasi dhaifu -0.0582	Hasi dhaifu -0.0145	Chanya dhaifu 0.0208	Chanya dhaifu 0.0681	Hasi dhaifu -0.0412	Hasi dhaifu -0.0009
Answer 177	-	Hasi dhaifu -0.0197	Hasi dhaifu -0.0393	Chanya dhaifu 0.0092	Chanya dhaifu 0.0119	Hasi dhaifu -0.0193	Chanya dhaifu 0.0363	Chanya dhaifu 0.0048
Answer 178	-	Hasi dhaifu -0.0083	Chanya dhaifu 0.0459	Hasi dhaifu -0.0106	Hasi dhaifu -0.0230	Hasi dhaifu -0.0229	Chanya dhaifu 0.0549	Hasi dhaifu -0.0193
Answer 179	-	Chanya dhaifu 0.0323	Chanya dhaifu 0.0466	Chanya dhaifu 0.0017	Chanya dhaifu 0.0012	Hasi dhaifu -0.0560	Hasi dhaifu -0.0186	Chanya dhaifu 0.0135
Answer 180	-	Chanya dhaifu 0.0196	Chanya dhaifu 0.0071	Hasi dhaifu -0.0173	Hasi dhaifu -0.0401	Chanya dhaifu 0.0275	Hasi dhaifu -0.0006	Chanya dhaifu 0.0164
Answer 181	-	Hasi dhaifu -0.0135	Chanya dhaifu 0.1003	Chanya dhaifu 0.0123	Chanya dhaifu 0.0264	Chanya dhaifu 0.0061	Hasi dhaifu -0.0492	Hasi dhaifu -0.0524
Answer 182	-	Chanya dhaifu 0.0139	Chanya dhaifu 0.0219	Chanya dhaifu 0.0430	Hasi dhaifu -0.0467	Hasi dhaifu -0.0653	Chanya dhaifu 0.0047	Chanya dhaifu 0.0449
Mahusiano mazuri na wengine (unakubali au haukubaliani?)
Answer 183	-	Chanya dhaifu 0.0698	Chanya dhaifu 0.0848	Chanya dhaifu 0.0054	Hasi dhaifu -0.0408	Chanya dhaifu 0.0387	Hasi dhaifu -0.0449	Hasi dhaifu -0.0600
Answer 184	-	Chanya dhaifu 0.0091	Chanya dhaifu 0.0236	Chanya dhaifu 0.0244	Hasi dhaifu -0.0536	Hasi dhaifu -0.0113	Chanya dhaifu 0.0547	Hasi dhaifu -0.0242
Answer 185	-	Chanya dhaifu 0.0222	Hasi dhaifu -0.0367	Hasi dhaifu -0.0478	Chanya dhaifu 0.0062	Hasi dhaifu -0.0225	Chanya dhaifu 0.0685	Chanya dhaifu 0.0027
Answer 186	-	Chanya dhaifu 0.0045	Chanya dhaifu 0.0411	Chanya dhaifu 0.0061	Hasi dhaifu -0.0203	Hasi dhaifu -0.0471	Chanya dhaifu 0.0102	Chanya dhaifu 0.0237
Answer 187	-	Hasi dhaifu -0.0043	Hasi dhaifu -0.0040	Chanya dhaifu 0.0076	Hasi dhaifu -0.0322	Chanya dhaifu 0.0079	Chanya dhaifu 0.0647	Hasi dhaifu -0.0285
Answer 188	-	Hasi dhaifu -0.0068	Hasi dhaifu -0.0341	Chanya dhaifu 0.0052	Chanya dhaifu 0.0245	Chanya dhaifu 0.0281	Hasi dhaifu -0.0248	Hasi dhaifu -0.0089
Answer 189	-	Hasi dhaifu -0.0688	Hasi dhaifu -0.0499	Chanya dhaifu 8.20E-5	Chanya dhaifu 0.0759	Hasi dhaifu -0.0002	Hasi dhaifu -0.0786	Chanya dhaifu 0.0670
Mahusiano mazuri na wengine (unakubali au haukubaliani?)
Answer 190	-	Chanya dhaifu 0.0100	Hasi dhaifu -0.0640	Hasi dhaifu -0.0338	Chanya dhaifu 0.0279	Chanya dhaifu 0.0679	Hasi dhaifu -0.0635	Chanya dhaifu 0.0259
Answer 191	-	Hasi dhaifu -0.0382	Hasi dhaifu -0.0191	Chanya dhaifu 0.0128	Chanya dhaifu 0.0047	Hasi dhaifu -0.0144	Chanya dhaifu 0.0671	Hasi dhaifu -0.0254
Answer 192	-	Hasi dhaifu -0.0283	Chanya dhaifu 0.0286	Chanya dhaifu 0.0268	Hasi dhaifu -0.0138	Hasi dhaifu -0.0341	Chanya dhaifu 0.0416	Hasi dhaifu -0.0115
Answer 193	-	Chanya dhaifu 0.0654	Chanya dhaifu 0.0795	Chanya dhaifu 0.0065	Hasi dhaifu -0.0141	Hasi dhaifu -0.0580	Hasi dhaifu -0.0127	Hasi dhaifu -0.0143
Answer 194	-	Chanya dhaifu 0.0043	Chanya dhaifu 0.0348	Hasi dhaifu -0.0294	Hasi dhaifu -0.0148	Hasi dhaifu -0.0050	Chanya dhaifu 0.0326	Hasi dhaifu -0.0081
Answer 195	-	Chanya dhaifu 0.0215	Chanya dhaifu 0.0406	Chanya dhaifu 0.0051	Hasi dhaifu -0.0066	Hasi dhaifu -0.0096	Hasi dhaifu -0.0481	Chanya dhaifu 0.0129
Answer 196	-	Chanya dhaifu 0.0044	Chanya dhaifu 0.0179	Chanya dhaifu 0.0509	Hasi dhaifu -0.0446	Hasi dhaifu -0.0224	Hasi dhaifu -0.0275	Chanya dhaifu 0.0297
5) Kusudi maishani (unakubali au haukubaliani?)
Answer 197	-	Hasi dhaifu -0.0456	Hasi dhaifu -0.0415	Chanya dhaifu 0.0295	Chanya dhaifu 0.1852	Hasi dhaifu -0.0594	Hasi dhaifu -0.1331	Chanya dhaifu 0.0137
Answer 198	-	Hasi dhaifu -0.0028	Hasi dhaifu -0.0033	Hasi dhaifu -0.0333	Hasi dhaifu -0.0455	Chanya dhaifu 0.0179	Chanya dhaifu 0.0685	Chanya dhaifu 0.0021
Answer 199	-	Chanya dhaifu 0.0194	Hasi dhaifu -0.0207	Chanya dhaifu 0.0199	Hasi dhaifu -0.1178	Chanya dhaifu 0.0753	Chanya dhaifu 0.0545	Hasi dhaifu -0.0174
Answer 200	-	Chanya dhaifu 0.0633	Chanya dhaifu 0.0648	Hasi dhaifu -0.0337	Hasi dhaifu -0.0841	Hasi dhaifu -0.0120	Chanya dhaifu 0.0338	Chanya dhaifu 0.0168
Answer 201	-	Chanya dhaifu 0.0066	Chanya dhaifu 0.0050	Chanya dhaifu 0.0112	Hasi dhaifu -0.0461	Hasi dhaifu -0.0161	Chanya dhaifu 0.0522	Chanya dhaifu 0.0012
Answer 202	-	Hasi dhaifu -0.0079	Chanya dhaifu 0.0105	Hasi dhaifu -0.0190	Hasi dhaifu -0.0129	Chanya dhaifu 0.0355	Chanya dhaifu 0.0120	Hasi dhaifu -0.0174
Answer 203	-	Chanya dhaifu 0.0323	Chanya dhaifu 0.1158	Chanya dhaifu 0.0157	Hasi dhaifu -0.0532	Hasi dhaifu -0.0187	Chanya dhaifu 0.0035	Hasi dhaifu -0.0366
Kusudi maishani (unakubali au haukubaliani?)
Answer 204	-	Chanya dhaifu 0.0751	Chanya dhaifu 0.0546	Hasi dhaifu -0.0167	Hasi dhaifu -0.1157	Chanya dhaifu 0.0239	Chanya dhaifu 0.0014	Chanya dhaifu 0.0209
Answer 205	-	Chanya dhaifu 0.0760	Chanya dhaifu 0.0440	Hasi dhaifu -0.0198	Hasi dhaifu -0.1650	Chanya dhaifu 0.0234	Chanya dhaifu 0.0072	Chanya dhaifu 0.0769
Answer 206	-	Hasi dhaifu -0.0077	Hasi dhaifu -0.0252	Hasi dhaifu -0.0101	Hasi dhaifu -0.0603	Chanya dhaifu 0.0366	Chanya dhaifu 0.0320	Chanya dhaifu 0.0269
Answer 207	-	Chanya dhaifu 0.0141	Chanya dhaifu 0.0112	Hasi dhaifu -0.0133	Hasi dhaifu -0.0282	Hasi dhaifu -0.0263	Chanya dhaifu 0.0046	Chanya dhaifu 0.0444
Answer 208	-	Hasi dhaifu -0.0037	Hasi dhaifu -0.0105	Hasi dhaifu -0.0193	Chanya dhaifu 0.0127	Chanya dhaifu 0.0091	Chanya dhaifu 0.0533	Hasi dhaifu -0.0422
Answer 209	-	Hasi dhaifu -0.0445	Hasi dhaifu -0.0816	Chanya dhaifu 0.0039	Chanya dhaifu 0.0398	Chanya dhaifu 0.0034	Chanya dhaifu 0.0393	Hasi dhaifu -1.05E-5
Answer 210	-	Hasi dhaifu -0.0471	Chanya dhaifu 0.0335	Chanya dhaifu 0.0465	Chanya dhaifu 0.1764	Hasi dhaifu -0.0448	Hasi dhaifu -0.1025	Hasi dhaifu -0.0745
Kusudi maishani (unakubali au haukubaliani?)
Answer 211	-	Hasi dhaifu -0.0403	Hasi dhaifu -0.0549	Chanya dhaifu 0.0734	Chanya dhaifu 0.1038	Hasi dhaifu -0.0498	Hasi dhaifu -0.1348	Chanya dhaifu 0.0553
Answer 212	-	Hasi dhaifu -0.0433	Hasi dhaifu -0.0130	Hasi dhaifu -0.0210	Chanya dhaifu 0.0250	Hasi dhaifu -0.0193	Chanya dhaifu 0.0482	Chanya dhaifu 0.0049
Answer 213	-	Chanya dhaifu 0.0233	Chanya dhaifu 0.0086	Hasi dhaifu -0.0195	Hasi dhaifu -0.0874	Chanya dhaifu 0.0433	Chanya dhaifu 0.0417	Chanya dhaifu 0.0067
Answer 214	-	Chanya dhaifu 0.0533	Chanya dhaifu 0.0576	Hasi dhaifu -0.0676	Hasi dhaifu -0.0240	Chanya dhaifu 0.0228	Chanya dhaifu 0.0061	Hasi dhaifu -0.0126
Answer 215	-	Chanya dhaifu 0.0451	Chanya dhaifu 0.0316	Hasi dhaifu -0.0035	Hasi dhaifu -0.0475	Chanya dhaifu 0.0277	Chanya dhaifu 0.0507	Hasi dhaifu -0.0675
Answer 216	-	Chanya dhaifu 0.0153	Chanya dhaifu 0.0170	Chanya dhaifu 0.0037	Hasi dhaifu -0.0173	Chanya dhaifu 0.0127	Chanya dhaifu 0.0439	Hasi dhaifu -0.0549
Answer 217	-	Chanya dhaifu 0.0257	Chanya dhaifu 0.0252	Hasi dhaifu -0.0106	Hasi dhaifu -0.0677	Chanya dhaifu 0.0220	Chanya dhaifu 0.0507	Hasi dhaifu -0.0196
Kusudi maishani (unakubali au haukubaliani?)
Answer 218	-	Hasi dhaifu -0.0619	Hasi dhaifu -0.0555	Chanya dhaifu 0.0886	Chanya dhaifu 0.1304	Hasi dhaifu -0.0492	Hasi dhaifu -0.0896	Hasi dhaifu -0.0110
Answer 219	-	Hasi dhaifu -0.0212	Chanya dhaifu 0.0239	Hasi dhaifu -0.0411	Hasi dhaifu -0.0211	Hasi dhaifu -0.0056	Chanya dhaifu 0.0312	Chanya dhaifu 0.0350
Answer 220	-	Hasi dhaifu -0.0005	Chanya dhaifu 0.0085	Hasi dhaifu -0.0025	Chanya dhaifu 0.0020	Hasi dhaifu -0.0086	Chanya dhaifu 0.0322	Hasi dhaifu -0.0260
Answer 221	-	Chanya dhaifu 0.0638	Chanya dhaifu 0.0240	Hasi dhaifu -0.0348	Hasi dhaifu -0.0739	Chanya dhaifu 0.0351	Chanya dhaifu 0.0052	Chanya dhaifu 0.0125
Answer 222	-	Chanya dhaifu 0.0473	Chanya dhaifu 0.0115	Chanya dhaifu 0.0028	Hasi dhaifu -0.0975	Chanya dhaifu 0.0398	Chanya dhaifu 0.0533	Hasi dhaifu -0.0259
Answer 223	-	Chanya dhaifu 0.0078	Hasi dhaifu -0.0152	Hasi dhaifu -0.0395	Hasi dhaifu -0.0035	Chanya dhaifu 0.0342	Chanya dhaifu 0.0273	Hasi dhaifu -0.0123
Answer 224	-	Chanya dhaifu 0.0242	Chanya dhaifu 0.0356	Hasi dhaifu -0.0296	Hasi dhaifu -0.0301	Chanya dhaifu 0.0001	Hasi dhaifu -0.0060	Chanya dhaifu 0.0232
Kusudi maishani (unakubali au haukubaliani?)
Answer 225	-	Chanya dhaifu 0.0475	Chanya dhaifu 0.0807	Chanya dhaifu 0.0144	Hasi dhaifu -0.0610	Chanya dhaifu 0.0026	Hasi dhaifu -0.0026	Hasi dhaifu -0.0319
Answer 226	-	Chanya dhaifu 0.0869	Chanya dhaifu 0.0435	Hasi dhaifu -0.0002	Hasi dhaifu -0.0522	Chanya dhaifu 0.0348	Hasi dhaifu -0.0057	Hasi dhaifu -0.0585
Answer 227	-	Hasi dhaifu -0.0306	Hasi dhaifu -0.0062	Hasi dhaifu -0.0376	Hasi dhaifu -0.0336	Chanya dhaifu 0.0430	Chanya dhaifu 0.0514	Chanya dhaifu 0.0022
Answer 228	-	Chanya dhaifu 0.0055	Chanya dhaifu 0.0342	Hasi dhaifu -0.0026	Hasi dhaifu -0.0037	Hasi dhaifu -0.0225	Chanya dhaifu 0.0346	Hasi dhaifu -0.0244
Answer 229	-	Chanya dhaifu 0.0097	Hasi dhaifu -0.0140	Hasi dhaifu -0.0107	Hasi dhaifu -0.0130	Hasi dhaifu -0.0404	Chanya dhaifu 0.0374	Chanya dhaifu 0.0319
Answer 230	-	Hasi dhaifu -0.0224	Hasi dhaifu -0.0480	Hasi dhaifu -0.0080	Chanya dhaifu 0.0340	Chanya dhaifu 0.0198	Chanya dhaifu 0.0292	Hasi dhaifu -0.0271
Answer 231	-	Hasi dhaifu -0.0575	Hasi dhaifu -0.0439	Chanya dhaifu 0.0337	Chanya dhaifu 0.0772	Hasi dhaifu -0.0347	Hasi dhaifu -0.1001	Chanya dhaifu 0.0765
Kusudi maishani (unakubali au haukubaliani?)
Answer 232	-	Chanya dhaifu 0.0209	Chanya dhaifu 0.0305	Chanya dhaifu 0.0218	Hasi dhaifu -0.0277	Hasi dhaifu -0.0133	Hasi dhaifu -0.0083	Hasi dhaifu -0.0053
Answer 233	-	Chanya dhaifu 0.0016	Chanya dhaifu 0.0346	Chanya dhaifu 0.0035	Hasi dhaifu -0.0034	Hasi dhaifu -0.0246	Hasi dhaifu -0.0117	Chanya dhaifu 0.0157
Answer 234	-	Chanya dhaifu 0.0092	Hasi dhaifu -0.0447	Chanya dhaifu 0.0063	Hasi dhaifu -0.0381	Hasi dhaifu -0.0166	Hasi dhaifu -0.0039	Chanya dhaifu 0.0716
Answer 235	-	Chanya dhaifu 0.0192	Chanya dhaifu 0.0687	Chanya dhaifu 0.0313	Hasi dhaifu -0.0067	Hasi dhaifu -0.0089	Hasi dhaifu -0.0389	Hasi dhaifu -0.0350
Answer 236	-	Hasi dhaifu -0.0207	Chanya dhaifu 0.0488	Hasi dhaifu -0.0461	Hasi dhaifu -0.0021	Chanya dhaifu 0.0070	Chanya dhaifu 0.0552	Hasi dhaifu -0.0305
Answer 237	-	Hasi dhaifu -0.0426	Hasi dhaifu -0.0358	Hasi dhaifu -0.0396	Chanya dhaifu 0.0241	Chanya dhaifu 0.0548	Chanya dhaifu 0.0237	Hasi dhaifu -0.0140
Answer 238	-	Chanya dhaifu 0.0160	Hasi dhaifu -0.0487	Chanya dhaifu 0.0200	Chanya dhaifu 0.0207	Hasi dhaifu -0.0113	Hasi dhaifu -0.0113	Chanya dhaifu 0.0046
Kusudi maishani (unakubali au haukubaliani?)
Answer 239	-	Hasi dhaifu -0.0034	Chanya dhaifu 0.0882	Chanya dhaifu 0.0396	Hasi dhaifu -0.0132	Hasi dhaifu -0.0029	Hasi dhaifu -0.0120	Hasi dhaifu -0.0603
Answer 240	-	Chanya dhaifu 0.0909	Hasi dhaifu -0.0071	Chanya dhaifu 0.0222	Hasi dhaifu -0.0226	Hasi dhaifu -0.0253	Chanya dhaifu 0.0251	Hasi dhaifu -0.0474
Answer 241	-	Hasi dhaifu -0.0109	Chanya dhaifu 0.0270	Hasi dhaifu -0.0252	Hasi dhaifu -0.0022	Chanya dhaifu 0.0487	Chanya dhaifu 0.0433	Hasi dhaifu -0.0700
Answer 242	-	Chanya dhaifu 0.0330	Chanya dhaifu 0.0325	Hasi dhaifu -0.0339	Hasi dhaifu -0.0279	Hasi dhaifu -0.0589	Chanya dhaifu 0.0333	Chanya dhaifu 0.0449
Answer 243	-	Hasi dhaifu -0.0423	Hasi dhaifu -0.0004	Hasi dhaifu -0.0492	Chanya dhaifu 0.0339	Chanya dhaifu 0.0334	Chanya dhaifu 0.0141	Hasi dhaifu -0.0089
Answer 244	-	Hasi dhaifu -0.0462	Hasi dhaifu -0.0752	Chanya dhaifu 0.0175	Hasi dhaifu -0.0192	Chanya dhaifu 0.0183	Hasi dhaifu -0.0097	Chanya dhaifu 0.0705
Answer 245	-	Hasi dhaifu -0.0185	Hasi dhaifu -0.0333	Chanya dhaifu 0.0247	Chanya dhaifu 0.0422	Hasi dhaifu -0.0147	Hasi dhaifu -0.0781	Chanya dhaifu 0.0505
6) Kukubali mwenyewe (unakubali au haukubaliani?)
Answer 246	-	Chanya dhaifu 0.0310	Chanya dhaifu 0.1206	Chanya dhaifu 0.0029	Hasi dhaifu -0.0429	Chanya dhaifu 0.0099	Hasi dhaifu -0.0204	Hasi dhaifu -0.0452
Answer 247	-	Chanya dhaifu 0.0254	Chanya dhaifu 0.0532	Chanya dhaifu 0.0353	Hasi dhaifu -0.0106	Hasi dhaifu -0.0585	Chanya dhaifu 0.0798	Hasi dhaifu -0.0810
Answer 248	-	Chanya dhaifu 0.0216	Hasi dhaifu -0.0187	Hasi dhaifu -0.0051	Chanya dhaifu 0.0226	Chanya dhaifu 0.0584	Hasi dhaifu -0.0141	Hasi dhaifu -0.0656
Answer 249	-	Chanya dhaifu 0.0054	Hasi dhaifu -0.0067	Hasi dhaifu -0.0429	Hasi dhaifu -0.0056	Hasi dhaifu -0.0245	Chanya dhaifu 0.0020	Chanya dhaifu 0.0659
Answer 250	-	Hasi dhaifu -0.0193	Chanya dhaifu 0.0162	Hasi dhaifu -0.0093	Hasi dhaifu -0.0025	Hasi dhaifu -0.0199	Chanya dhaifu 0.0353	Chanya dhaifu 0.0001
Answer 251	-	Hasi dhaifu -0.0111	Hasi dhaifu -0.0667	Hasi dhaifu -0.0167	Chanya dhaifu 0.0156	Chanya dhaifu 0.0085	Chanya dhaifu 0.0419	Chanya dhaifu 0.0034
Answer 252	-	Hasi dhaifu -0.0406	Hasi dhaifu -0.0545	Chanya dhaifu 0.0224	Chanya dhaifu 0.0092	Chanya dhaifu 0.0139	Hasi dhaifu -0.1006	Chanya dhaifu 0.1043
Kukubali mwenyewe (unakubali au haukubaliani?)
Answer 253	-	Hasi dhaifu -0.0563	Hasi dhaifu -0.0537	Chanya dhaifu 0.0484	Chanya dhaifu 0.0302	Hasi dhaifu -0.0051	Hasi dhaifu -0.1142	Chanya dhaifu 0.0997
Answer 254	-	Hasi dhaifu -0.0234	Hasi dhaifu -0.0561	Hasi dhaifu -0.0244	Chanya dhaifu 0.0061	Chanya dhaifu 0.0253	Chanya dhaifu 0.0435	Chanya dhaifu 0.0035
Answer 255	-	Chanya dhaifu 0.0174	Hasi dhaifu -0.0201	Hasi dhaifu -0.0483	Hasi dhaifu -0.0532	Chanya dhaifu 0.0245	Chanya dhaifu 0.0852	Hasi dhaifu -0.0008
Answer 256	-	Chanya dhaifu 0.0285	Chanya dhaifu 0.0389	Hasi dhaifu -0.0240	Hasi dhaifu -0.0226	Hasi dhaifu -0.0188	Chanya dhaifu 0.0407	Hasi dhaifu -0.0150
Answer 257	-	Chanya dhaifu 0.0619	Chanya dhaifu 0.0504	Hasi dhaifu -0.0092	Chanya dhaifu 0.0311	Chanya dhaifu 0.0071	Hasi dhaifu -0.0219	Hasi dhaifu -0.0808
Answer 258	-	Hasi dhaifu -0.0120	Chanya dhaifu 0.0536	Chanya dhaifu 0.0352	Chanya dhaifu 0.0433	Hasi dhaifu -0.0654	Chanya dhaifu 0.0048	Hasi dhaifu -0.0401
Answer 259	-	Chanya dhaifu 0.0506	Chanya dhaifu 0.1039	Chanya dhaifu 0.0329	Hasi dhaifu -0.0601	Chanya dhaifu 0.0141	Hasi dhaifu -0.0309	Hasi dhaifu -0.0551
Kukubali mwenyewe (unakubali au haukubaliani?)
Answer 260	-	Chanya dhaifu 0.0673	Chanya dhaifu 0.0910	Chanya dhaifu 0.0275	Hasi dhaifu -0.0800	Chanya dhaifu 0.0286	Hasi dhaifu -0.0114	Hasi dhaifu -0.0622
Answer 261	-	Hasi dhaifu -0.0149	Chanya dhaifu 0.0536	Hasi dhaifu -0.0304	Chanya dhaifu 0.0030	Hasi dhaifu -0.0071	Chanya dhaifu 0.0423	Hasi dhaifu -0.0292
Answer 262	-	Chanya dhaifu 0.0569	Chanya dhaifu 0.0044	Hasi dhaifu -0.0172	Chanya dhaifu 0.0193	Chanya dhaifu 0.0561	Hasi dhaifu -0.0184	Hasi dhaifu -0.0786
Answer 263	-	Hasi dhaifu -0.0080	Hasi dhaifu -0.0128	Hasi dhaifu -0.0253	Hasi dhaifu -0.0019	Hasi dhaifu -0.0210	Chanya dhaifu 0.0144	Chanya dhaifu 0.0441
Answer 264	-	Chanya dhaifu 0.0075	Hasi dhaifu -0.0046	Chanya dhaifu 0.0049	Hasi dhaifu -0.0124	Hasi dhaifu -0.0616	Chanya dhaifu 0.0553	Chanya dhaifu 0.0186
Answer 265	-	Hasi dhaifu -0.0262	Hasi dhaifu -0.0729	Chanya dhaifu 0.0073	Hasi dhaifu -0.0104	Hasi dhaifu -0.0150	Chanya dhaifu 0.0924	Chanya dhaifu 0.0035
Answer 266	-	Hasi dhaifu -0.0606	Hasi dhaifu -0.0445	Chanya dhaifu 0.0307	Chanya dhaifu 0.0606	Chanya dhaifu 0.0084	Hasi dhaifu -0.1422	Chanya dhaifu 0.0889
Kukubali mwenyewe (unakubali au haukubaliani?)
Answer 267	-	Hasi dhaifu -0.0488	Hasi dhaifu -0.0250	Chanya dhaifu 0.0450	Chanya dhaifu 0.0975	Hasi dhaifu -0.0400	Hasi dhaifu -0.1395	Chanya dhaifu 0.0673
Answer 268	-	Hasi dhaifu -0.0155	Hasi dhaifu -0.0464	Hasi dhaifu -0.0065	Hasi dhaifu -0.0171	Hasi dhaifu -0.0109	Chanya dhaifu 0.0695	Chanya dhaifu 0.0130
Answer 269	-	Chanya dhaifu 0.0053	Hasi dhaifu -0.0094	Hasi dhaifu -0.0262	Chanya dhaifu 0.0025	Chanya dhaifu 0.0218	Hasi dhaifu -0.0023	Chanya dhaifu 0.0024
Answer 270	-	Chanya dhaifu 0.0026	Chanya dhaifu 0.0609	Hasi dhaifu -0.0510	Hasi dhaifu -0.0396	Chanya dhaifu 0.0201	Chanya dhaifu 0.0644	Hasi dhaifu -0.0317
Answer 271	-	Chanya dhaifu 0.0549	Hasi dhaifu -0.0005	Hasi dhaifu -0.0119	Hasi dhaifu -0.0486	Chanya dhaifu 0.0243	Chanya dhaifu 0.0684	Hasi dhaifu -0.0550
Answer 272	-	Chanya dhaifu 0.0442	Chanya dhaifu 0.0532	Chanya dhaifu 0.0107	Hasi dhaifu -0.0384	Hasi dhaifu -0.0095	Chanya dhaifu 0.0528	Hasi dhaifu -0.0667
Answer 273	-	Chanya dhaifu 0.0365	Chanya dhaifu 0.0718	Chanya dhaifu 0.0283	Hasi dhaifu -0.0658	Chanya dhaifu 0.0502	Hasi dhaifu -0.0562	Hasi dhaifu -0.0268
Kukubali mwenyewe (unakubali au haukubaliani?)
Answer 274	-	Hasi dhaifu -0.0037	Chanya dhaifu 0.0038	Chanya dhaifu 0.0423	Chanya dhaifu 0.0669	Hasi dhaifu -0.0545	Hasi dhaifu -0.1236	Chanya dhaifu 0.0528
Answer 275	-	Hasi dhaifu -0.0097	Hasi dhaifu -0.0318	Chanya dhaifu 0.0221	Chanya dhaifu 0.0015	Hasi dhaifu -0.0284	Chanya dhaifu 0.0410	Chanya dhaifu 8.25E-5
Answer 276	-	Hasi dhaifu -0.0046	Hasi dhaifu -0.0365	Hasi dhaifu -0.0069	Chanya dhaifu 0.0172	Hasi dhaifu -0.0030	Chanya dhaifu 0.0134	Chanya dhaifu 0.0033
Answer 277	-	Hasi dhaifu -0.0200	Hasi dhaifu -0.0068	Hasi dhaifu -0.0648	Hasi dhaifu -0.0408	Chanya dhaifu 0.0623	Chanya dhaifu 0.0439	Chanya dhaifu 0.0169
Answer 278	-	Chanya dhaifu 0.0148	Chanya dhaifu 0.0201	Hasi dhaifu -0.0141	Hasi dhaifu -0.0149	Chanya dhaifu 0.0279	Chanya dhaifu 0.0590	Hasi dhaifu -0.0715
Answer 279	-	Chanya dhaifu 0.0344	Chanya dhaifu 0.0353	Chanya dhaifu 0.0075	Hasi dhaifu -0.0468	Hasi dhaifu -0.0146	Chanya dhaifu 0.0266	Hasi dhaifu -0.0118
Answer 280	-	Chanya dhaifu 0.0184	Chanya dhaifu 0.0754	Chanya dhaifu 0.0085	Hasi dhaifu -0.0242	Chanya dhaifu 0.0467	Hasi dhaifu -0.0393	Hasi dhaifu -0.0528
Kukubali mwenyewe (unakubali au haukubaliani?)
Answer 281	-	Chanya dhaifu 0.0502	Chanya dhaifu 0.0830	Chanya dhaifu 0.0563	Hasi dhaifu -0.0470	Chanya dhaifu 0.0023	Hasi dhaifu -0.0309	Hasi dhaifu -0.0634
Answer 282	-	Chanya dhaifu 0.0951	Chanya dhaifu 0.0349	Hasi dhaifu -0.0215	Hasi dhaifu -0.0305	Hasi dhaifu -0.0010	Chanya dhaifu 0.0155	Hasi dhaifu -0.0445
Answer 283	-	Chanya dhaifu 0.0069	Chanya dhaifu 0.0331	Hasi dhaifu -0.0058	Chanya dhaifu 0.0335	Chanya dhaifu 0.0222	Chanya dhaifu 0.0167	Hasi dhaifu -0.0868
Answer 284	-	Hasi dhaifu -0.0003	Chanya dhaifu 0.0060	Hasi dhaifu -0.0350	Hasi dhaifu -0.0182	Chanya dhaifu 0.0017	Chanya dhaifu 0.0659	Hasi dhaifu -0.0140
Answer 285	-	Hasi dhaifu -0.0265	Hasi dhaifu -0.0429	Chanya dhaifu 0.0252	Chanya dhaifu 0.0276	Hasi dhaifu -0.0569	Chanya dhaifu 0.0114	Chanya dhaifu 0.0370
Answer 286	-	Hasi dhaifu -0.0745	Hasi dhaifu -0.0265	Hasi dhaifu -0.0519	Chanya dhaifu 0.0208	Chanya dhaifu 0.0204	Chanya dhaifu 0.0399	Chanya dhaifu 0.0374
Answer 287	-	Hasi dhaifu -0.0388	Hasi dhaifu -0.0697	Chanya dhaifu 0.0451	Chanya dhaifu 0.0124	Chanya dhaifu 0.0023	Hasi dhaifu -0.1146	Chanya dhaifu 0.1110
Kukubali mwenyewe (unakubali au haukubaliani?)
Answer 288	-	Hasi dhaifu -0.0426	Chanya dhaifu 0.0164	Chanya dhaifu 0.0501	Chanya dhaifu 0.0525	Hasi dhaifu -0.0435	Hasi dhaifu -0.1157	Chanya dhaifu 0.0598
Answer 289	-	Chanya dhaifu 0.0045	Hasi dhaifu -0.0829	Hasi dhaifu -0.0235	Hasi dhaifu -0.0144	Chanya dhaifu 0.0198	Chanya dhaifu 0.0649	Chanya dhaifu 0.0088
Answer 290	-	Hasi dhaifu -0.0344	Hasi dhaifu -0.0036	Hasi dhaifu -0.0172	Hasi dhaifu -0.0112	Chanya dhaifu 0.0273	Chanya dhaifu 0.0536	Hasi dhaifu -0.0218
Answer 291	-	Chanya dhaifu 0.0880	Chanya dhaifu 0.0357	Hasi dhaifu -0.0317	Hasi dhaifu -0.0370	Hasi dhaifu -0.0219	Chanya dhaifu 0.0368	Hasi dhaifu -0.0203
Answer 292	-	Chanya dhaifu 0.0239	Chanya dhaifu 0.0295	Hasi dhaifu -0.0187	Hasi dhaifu -0.0039	Chanya dhaifu 0.0412	Chanya dhaifu 0.0116	Hasi dhaifu -0.0626
Answer 293	-	Chanya dhaifu 0.0180	Chanya dhaifu 0.0443	Chanya dhaifu 0.0152	Chanya dhaifu 0.0023	Chanya dhaifu 0.0083	Hasi dhaifu -0.0161	Hasi dhaifu -0.0507
Answer 294	-	Chanya dhaifu 0.0223	Chanya dhaifu 0.1323	Chanya dhaifu 0.0107	Hasi dhaifu -0.0707	Chanya dhaifu 0.0004	Hasi dhaifu -0.0031	Hasi dhaifu -0.0299

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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.

BPS critiques MBTI^®'s dichotomous typing

Context: The BPS recognizes the MBTI^® as a personality assessment tool, but it critiques its dichotomous typing—i.e., the MBTI^®’s structure of categorizing people into one of 16 personality types based on four binary preferences (Extraversion/Introversion, Sensing/Intuition, Thinking/Feeling, Judging/Perceiving). This critique stems from methodological and theoretical concerns.

Details:

Dichotomous Nature: The MBTI^® assigns individuals to one of two poles on each of its four dimensions (e.g., E or I, S or N), resulting in 16 discrete types (e.g., ISTJ, ENFP). This binary approach contrasts with continuous trait models like the Big Five, where traits (e.g., Neuroticism, Openness) are measured on a spectrum.
BPS Critique:
- Psychometric Concerns: The BPS, via its Psychological Testing Centre, notes that the dichotomous typing can oversimplify human personality, ignoring the gradations within individuals. For example, someone might score close to the midpoint between E and I but still be labeled as one or the other, potentially misrepresenting their true tendencies.
- Reliability Issues: Test-retest reliability for MBTI^® types can be inconsistent, with studies showing 40–50% of people receiving a different type upon retesting after weeks or months (Pittenger, 2005, Consulting Psychology Journal). This instability undermines the binary model’s stability, as the BPS highlights in its reviews.
- Validity Concerns: The BPS questions whether the types capture meaningful psychological constructs, especially compared to dimensional models. Correlations with the Big Five (e.g., E/I with Extraversion, T/F with Agreeableness) exist but are imperfect, suggesting the MBTI^®’s categories may not fully align with established personality science.
Practical Implications: The critique suggests the MBTI^®’s dichotomous typing risks pigeonholing individuals, reducing its utility for precise assessment or counseling. For instance, a person near the E/I threshold might not fit neatly into either category, leading to misinterpretation in workplace or clinical settings.
Sources: BPS’s Psychological Testing Centre reports (available via bps.org.uk) and Pittenger’s 2005 critique (Cautionary Comments Regarding the Myers-Briggs Type Inventory) detail this, noting the MBTI^®’s popularity doesn’t equate to scientific precision.

Summary: The BPS critiques MBTI^®’s dichotomous typing for oversimplifying personality, risking reliability and validity issues, and limiting its scientific depth compared to continuous models. This informs its cautious endorsement, emphasizing trained use to mitigate misinterpretation.

Ongoing Debates About MBTI^®'s Scientific Depth

Context: Despite BPS recognition and external validation studies since the 1940s, the MBTI^® faces ongoing debates about its scientific depth—its theoretical foundation, empirical support, and practical utility in psychology. These debates persist among researchers, practitioners, and critics.

Details:

Theoretical Foundation:
- Jungian Roots: MBTI^® stems from Carl Jung’s Psychological Types (1921), adapted by Katherine Briggs and Isabel Myers. Jung’s theory isn’t empirically validated like modern personality models—it’s based on clinical observations, not large-scale data, raising questions about its scientific basis.
- Critique: Many psychologists argue Jung’s typology lacks a falsifiable, testable framework. The MBTI^®’s translation into binary types (e.g., E/I) is seen as a stretch from Jung’s nuanced “functions” (e.g., Thinking, Feeling), lacking robust theoretical grounding (Barbuto, 1997, Psychological Reports).
Empirical Support:
- Reliability: While test-retest reliability for MBTI^® preferences shows
  r = 0.8–0.9
  over short intervals, type stability (16 combinations) drops significantly over time (e.g., 50% type change in 5 weeks, Pittenger, 1993, Journal of Career Planning). This challenges its consistency as a scientific tool.
- Validity: Correlations with the Big Five (e.g., E/I with Extraversion,
  r \approx 0.7
  ; T/F with Agreeableness,
  r \approx 0.3–0.5
  ) exist, but they’re imperfect (McCrae & Costa, 1989, Journal of Personality). Critics argue MBTI^® types don’t predict behavior or outcomes (e.g., job performance) as well as dimensional traits, questioning construct validity.
- Factor Analysis: Studies (e.g., Furnham et al., 2003, European Journal of Personality) suggest MBTI^® dimensions don’t always load cleanly onto distinct factors, hinting at overlap or redundancy compared to the Big Five’s clear structure.
Practical Utility vs. Science:
- Popularity: MBTI^®’s widespread use (e.g., in HR, counseling) doesn’t equate to scientific depth. Its appeal lies in accessibility and type descriptions, not empirical strength—critics (e.g., Pittenger, 2005) call it “pseudoscience” for overreaching its evidence.
- Critique of Dichotomy: The binary typing, as noted earlier, is a major sticking point—psychologists prefer continuous measures (e.g., NEO-PI-R) for their precision, fueling debates about MBTI^®’s scientific value.
Ongoing Debates:
- Proponents: Supporters (e.g., CPP Inc., Journal of Psychological Type) argue MBTI^®’s Jungian basis, reliability, and practical utility justify its use, citing decades of data and BPS/APA acceptance (though APA’s endorsement is limited).
- Critics: Academics (e.g., Paul, 2004, Skeptical Inquirer) question its scientific depth, noting poor predictive power, lack of longitudinal evidence, and reliance on self-report without objective measures. They contrast it with evidence-based models like the Big Five, which have extensive longitudinal and cross-cultural validation.
- BPS Stance: The BPS acknowledges MBTI^®’s utility but warns of its limitations, requiring trained administration to mitigate risks—reflecting this ongoing tension.
Recent Developments: As of 2025, debates continue in psychology forums and journals (e.g., Personality and Individual Differences). Some defend MBTI^®’s predictive validity in specific contexts (e.g., team dynamics), while others push for dimensional alternatives, questioning its depth for serious research.

Summary: The ongoing debates about MBTI^®’s scientific depth center on its theoretical (Jungian) roots, inconsistent reliability/validity, and practical popularity outstripping empirical support. Critics argue it’s more heuristic than scientific, while proponents highlight its utility, creating a polarized discourse that BPS navigates cautiously.

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.

2025.03.04

Valerii Kosenko

Mmiliki wa Bidhaa SaaS SDTEST®

Valerii alifuzu kama mwanasaikolojia wa kufundisha jamii mwaka wa 1993 na tangu wakati huo ametumia ujuzi wake katika usimamizi wa mradi.
Valerii alipata Shahada ya Uzamili na kufuzu kwa mradi na meneja wa programu mwaka wa 2013. Wakati wa programu yake ya Uzamili, alipata ujuzi wa Project Roadmap (GPM Deutsche Gesellschaft für Projektmanagement e. V.) na Spiral Dynamics.
Valerii ndiye mwandishi wa kuchunguza kutokuwa na uhakika wa V.U.C.A. dhana kwa kutumia Spiral Dynamics na takwimu za hisabati katika saikolojia, na kura 38 za kimataifa.

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