Kāinga/Rangi/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 86472 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.

Te oranga hinengaro

Ngā tūtohi Ine

VUCA

uara Critical o te whakarea te faatanoraa

Tohatoha noa, na William Sealy Gospes (akonga) r = 0.0482

Ko te tohatoha noa, na te taote r = 0.002

Whakaatuhia anake nga hua > r = 0.0482

Whakaratonga	Kore noa	Tonu	Kore noa	Tonu	Tonu	Tonu	Tonu	Tonu
Nga paatai katoa Nga paatai katoa 1) Motuhake (pehea te whakaae ki a koe, kaore ranei?) 2) Te Taiao Taiao (He pehea te whakaae ki a koe, kaore ranei?) 3) Te tipu whaiaro (e hia tau e whakaae ana, e whakaae ana ranei?) 4) Whanaungatanga pai ki etahi atu (he aha te whakaae ki a koe, kaore ranei?) 5) Te kaupapa i roto i te koiora (pehea te whakaae ki a koe, kaore ranei?) 6) Te whakaaetanga whaiaro (pehea te whakaae ki a koe, kaore ranei?)
1) Motuhake (pehea te whakaae ki a koe, kaore ranei?)
Answer 1	-	Negative ngoikore -0.0553	Pai ngoikore 0.0687	Negative ngoikore -0.0363	Pai ngoikore 0.0386	Negative ngoikore -0.0496	Negative ngoikore -0.0116	Pai ngoikore 0.0467
Answer 2	-	Negative ngoikore -0.0278	Negative ngoikore -0.0285	Pai ngoikore 0.0159	Pai ngoikore 0.0293	Negative ngoikore -0.0022	Negative ngoikore -0.0285	Pai ngoikore 0.0191
Answer 3	-	Pai ngoikore 0.0442	Negative ngoikore -0.0283	Pai ngoikore 0.0173	Negative ngoikore -0.0327	Pai ngoikore 0.0071	Pai ngoikore 0.0425	Negative ngoikore -0.0364
Answer 4	-	Pai ngoikore 0.0409	Negative ngoikore -0.0147	Pai ngoikore 0.0241	Pai ngoikore 0.0016	Negative ngoikore -0.0138	Negative ngoikore -0.0542	Pai ngoikore 0.0169
Answer 5	-	Negative ngoikore -0.0052	Negative ngoikore -0.0129	Negative ngoikore -0.0128	Negative ngoikore -0.0211	Pai ngoikore 0.0746	Pai ngoikore 0.0498	Negative ngoikore -0.0724
Answer 6	-	Pai ngoikore 0.0607	Negative ngoikore -0.0336	Pai ngoikore 0.0387	Negative ngoikore -0.0277	Pai ngoikore 0.0104	Negative ngoikore -0.0069	Negative ngoikore -0.0276
Answer 7	-	Pai ngoikore 0.0295	Pai ngoikore 0.0223	Negative ngoikore -0.0345	Negative ngoikore -0.0619	Pai ngoikore 0.0283	Pai ngoikore 0.0227	Pai ngoikore 0.0085
Motuhake (pehea te whakaae ki a koe, kaore ranei?)
Answer 8	-	Pai ngoikore 0.0036	Pai ngoikore 0.0355	Pai ngoikore 0.0281	Negative ngoikore -0.0240	Negative ngoikore -0.0389	Negative ngoikore -0.0868	Pai ngoikore 0.0871
Answer 9	-	Negative ngoikore -0.0568	Negative ngoikore -0.0046	Pai ngoikore 0.0117	Pai ngoikore 0.0467	Negative ngoikore -0.0116	Pai ngoikore 0.0092	Negative ngoikore -0.0134
Answer 10	-	Negative ngoikore -0.0465	Negative ngoikore -0.0397	Negative ngoikore -0.0487	Pai ngoikore 0.0022	Pai ngoikore 0.0136	Pai ngoikore 0.0646	Pai ngoikore 0.0260
Answer 11	-	Pai ngoikore 0.0378	Pai ngoikore 0.0279	Pai ngoikore 0.0136	Negative ngoikore -0.0015	Negative ngoikore -0.0307	Pai ngoikore 0.0136	Negative ngoikore -0.0367
Answer 12	-	Pai ngoikore 0.0423	Pai ngoikore 0.0012	Negative ngoikore -0.0345	Pai ngoikore 0.0154	Pai ngoikore 0.0490	Pai ngoikore 0.0187	Negative ngoikore -0.0754
Answer 13	-	Pai ngoikore 0.0577	Negative ngoikore -0.0357	Pai ngoikore 0.0357	Negative ngoikore -0.0584	Pai ngoikore 0.0325	Negative ngoikore -0.0026	Negative ngoikore -0.0169
Answer 14	-	Pai ngoikore 0.0467	Pai ngoikore 0.0235	Negative ngoikore -0.0096	Negative ngoikore -0.0178	Pai ngoikore 0.0189	Negative ngoikore -0.0013	Negative ngoikore -0.0350
Motuhake (pehea te whakaae ki a koe, kaore ranei?)
Answer 15	-	Pai ngoikore 0.0670	Pai ngoikore 0.0206	Pai ngoikore 0.0379	Negative ngoikore -0.0543	Pai ngoikore 0.0436	Negative ngoikore -0.0221	Negative ngoikore -0.0559
Answer 16	-	Pai ngoikore 0.0604	Pai ngoikore 0.0230	Pai ngoikore 0.0406	Pai ngoikore 0.0181	Negative ngoikore -0.0170	Negative ngoikore -0.0286	Negative ngoikore -0.0639
Answer 17	-	Negative ngoikore -0.0169	Negative ngoikore -0.0178	Negative ngoikore -0.0368	Pai ngoikore 0.0758	Pai ngoikore 0.0089	Pai ngoikore 0.0233	Negative ngoikore -0.0506
Answer 18	-	Negative ngoikore -0.0182	Pai ngoikore 0.0076	Negative ngoikore -0.0354	Negative ngoikore -0.0185	Pai ngoikore 0.0054	Negative ngoikore -0.0058	Pai ngoikore 0.0527
Answer 19	-	Pai ngoikore 0.0208	Pai ngoikore 0.0475	Negative ngoikore -0.0280	Negative ngoikore -0.0220	Negative ngoikore -0.0192	Pai ngoikore 0.0406	Negative ngoikore -0.0127
Answer 20	-	Negative ngoikore -0.0412	Negative ngoikore -0.0327	Pai ngoikore 0.0102	Pai ngoikore 0.0142	Negative ngoikore -0.0519	Pai ngoikore 0.0295	Pai ngoikore 0.0507
Answer 21	-	Negative ngoikore -0.0534	Negative ngoikore -0.0332	Pai ngoikore 0.0187	Negative ngoikore -0.0537	Pai ngoikore 0.0429	Negative ngoikore -0.0377	Pai ngoikore 0.0812
Motuhake (pehea te whakaae ki a koe, kaore ranei?)
Answer 22	-	Negative ngoikore -0.0240	Pai ngoikore 0.0385	Pai ngoikore 0.0122	Negative ngoikore -0.0489	Negative ngoikore -0.0249	Negative ngoikore -0.0356	Pai ngoikore 0.0816
Answer 23	-	Negative ngoikore -0.0521	Negative ngoikore -0.0184	Negative ngoikore -0.0088	Pai ngoikore 0.0127	Negative ngoikore -0.0079	Pai ngoikore 0.0100	Pai ngoikore 0.0383
Answer 24	-	Pai ngoikore 0.0421	Negative ngoikore -0.0435	Negative ngoikore -0.0055	Pai ngoikore 0.0600	Negative ngoikore -0.0200	Pai ngoikore 0.0533	Negative ngoikore -0.0787
Answer 25	-	Pai ngoikore 0.0162	Pai ngoikore 0.0099	Pai ngoikore 0.0158	Negative ngoikore -0.0089	Negative ngoikore -0.0142	Negative ngoikore -0.0198	Pai ngoikore 0.0081
Answer 26	-	Negative ngoikore -0.0049	Negative ngoikore -0.0169	Negative ngoikore -0.0180	Negative ngoikore -0.0177	Pai ngoikore 0.0725	Negative ngoikore -0.0060	Negative ngoikore -0.0181
Answer 27	-	Pai ngoikore 0.0582	Pai ngoikore 0.0147	Pai ngoikore 0.0061	Pai ngoikore 0.0010	Pai ngoikore 0.0708	Negative ngoikore -0.0093	Negative ngoikore -0.1088
Answer 28	-	Pai ngoikore 0.0420	Pai ngoikore 0.0414	Negative ngoikore -0.0073	Pai ngoikore 0.0017	Negative ngoikore -0.0269	Pai ngoikore 0.0029	Negative ngoikore -0.0246
Motuhake (pehea te whakaae ki a koe, kaore ranei?)
Answer 29	-	Pai ngoikore 0.0839	Pai ngoikore 0.0305	Negative ngoikore -0.0126	Negative ngoikore -0.0310	Pai ngoikore 0.0447	Negative ngoikore -0.0279	Negative ngoikore -0.0505
Answer 30	-	Pai ngoikore 0.0318	Negative ngoikore -0.0153	Pai ngoikore 0.0300	Negative ngoikore -0.0606	Pai ngoikore 0.0259	Pai ngoikore 0.0149	Negative ngoikore -0.0105
Answer 31	-	Negative ngoikore -0.0171	Negative ngoikore -0.0397	Negative ngoikore -0.0020	Negative ngoikore -0.0229	Pai ngoikore 0.0360	Negative ngoikore -0.0008	Pai ngoikore 0.0222
Answer 32	-	Pai ngoikore 0.0318	Pai ngoikore 0.0397	Pai ngoikore 0.0288	Pai ngoikore 0.0103	Negative ngoikore -0.0256	Negative ngoikore -0.0224	Negative ngoikore -0.0386
Answer 33	-	Negative ngoikore -0.0126	Pai ngoikore 0.0026	Negative ngoikore -0.0246	Pai ngoikore 0.0186	Pai ngoikore 0.0400	Negative ngoikore -0.0329	Pai ngoikore 0.0002
Answer 34	-	Negative ngoikore -0.0048	Negative ngoikore -0.0285	Negative ngoikore -0.0263	Pai ngoikore 0.0044	Negative ngoikore -0.0126	Pai ngoikore 0.0563	Pai ngoikore 0.0058
Answer 35	-	Negative ngoikore -0.0710	Pai ngoikore 0.0271	Pai ngoikore 0.0038	Pai ngoikore 0.0679	Negative ngoikore -0.0822	Negative ngoikore -0.0069	Pai ngoikore 0.0413
Motuhake (pehea te whakaae ki a koe, kaore ranei?)
Answer 36	-	Pai ngoikore 0.0916	Pai ngoikore 0.0315	Negative ngoikore -0.0079	Negative ngoikore -0.0602	Pai ngoikore 0.0585	Pai ngoikore 0.0077	Negative ngoikore -0.0726
Answer 37	-	Pai ngoikore 0.0616	Pai ngoikore 0.0246	Pai ngoikore 0.0131	Negative ngoikore -0.0161	Pai ngoikore 0.0103	Negative ngoikore -0.0071	Negative ngoikore -0.0558
Answer 38	-	Negative ngoikore -0.0556	Negative ngoikore -0.0496	Negative ngoikore -0.0043	Pai ngoikore 0.0331	Pai ngoikore 0.0504	Negative ngoikore -0.0088	Negative ngoikore -0.0056
Answer 39	-	Pai ngoikore 0.0229	Negative ngoikore -0.0083	Pai ngoikore 0.0003	Negative ngoikore -0.0166	Negative ngoikore -0.0632	Pai ngoikore 0.0233	Pai ngoikore 0.0479
Answer 40	-	Negative ngoikore -0.0451	Negative ngoikore -0.0231	Negative ngoikore -0.0095	Pai ngoikore 0.0250	Negative ngoikore -0.0191	Pai ngoikore 0.0357	Pai ngoikore 0.0175
Answer 41	-	Negative ngoikore -0.0433	Negative ngoikore -0.0225	Negative ngoikore -0.0150	Pai ngoikore 0.0454	Negative ngoikore -0.0528	Pai ngoikore 0.0150	Pai ngoikore 0.0504
Answer 42	-	Negative ngoikore -0.0261	Pai ngoikore 0.0519	Pai ngoikore 0.0203	Negative ngoikore -0.0182	Pai ngoikore 0.0029	Negative ngoikore -0.0554	Pai ngoikore 0.0268
Motuhake (pehea te whakaae ki a koe, kaore ranei?)
Answer 43	-	Negative ngoikore -0.0476	Pai ngoikore 0.0314	Pai ngoikore 0.0503	Pai ngoikore 0.0189	Negative ngoikore -0.0625	Negative ngoikore -0.0749	Pai ngoikore 0.0703
Answer 44	-	Negative ngoikore -0.0127	Negative ngoikore -0.0404	Negative ngoikore -0.0274	Pai ngoikore 0.0087	Pai ngoikore 0.0108	Pai ngoikore 0.0746	Negative ngoikore -0.0240
Answer 45	-	Negative ngoikore -0.0061	Pai ngoikore 0.0116	Negative ngoikore -0.0287	Negative ngoikore -0.0177	Pai ngoikore 0.0455	Pai ngoikore 0.0155	Negative ngoikore -0.0188
Answer 46	-	Pai ngoikore 0.0518	Negative ngoikore -0.0162	Pai ngoikore 0.0124	Negative ngoikore -0.0216	Pai ngoikore 0.0138	Pai ngoikore 0.0152	Negative ngoikore -0.0357
Answer 47	-	Pai ngoikore 0.0314	Negative ngoikore -0.0008	Negative ngoikore -0.0245	Pai ngoikore 0.0325	Pai ngoikore 0.0061	Pai ngoikore 0.0151	Negative ngoikore -0.0468
Answer 48	-	Pai ngoikore 0.0353	Pai ngoikore 0.0154	Pai ngoikore 0.0104	Negative ngoikore -0.0119	Pai ngoikore 0.0067	Negative ngoikore -0.0386	Negative ngoikore -0.0046
Answer 49	-	Pai ngoikore 0.0390	Pai ngoikore 0.0050	Negative ngoikore -0.0224	Negative ngoikore -0.0368	Pai ngoikore 0.0311	Negative ngoikore -0.0163	Pai ngoikore 0.0098
2) Te Taiao Taiao (He pehea te whakaae ki a koe, kaore ranei?)
Answer 50	-	Negative ngoikore -0.0496	Negative ngoikore -0.0218	Pai ngoikore 0.0081	Pai ngoikore 0.0765	Negative ngoikore -0.0383	Negative ngoikore -0.1020	Pai ngoikore 0.0860
Answer 51	-	Negative ngoikore -0.0017	Negative ngoikore -0.0097	Pai ngoikore 0.0047	Negative ngoikore -0.0265	Pai ngoikore 0.0052	Pai ngoikore 0.0323	Negative ngoikore -0.0026
Answer 52	-	Pai ngoikore 0.0247	Negative ngoikore -0.0359	Negative ngoikore -0.0074	Negative ngoikore -0.0159	Negative ngoikore -0.0068	Pai ngoikore 0.0904	Negative ngoikore -0.0413
Answer 53	-	Pai ngoikore 0.0040	Negative ngoikore -0.0052	Negative ngoikore -0.0110	Negative ngoikore -0.0223	Negative ngoikore -0.0014	Negative ngoikore -0.0116	Pai ngoikore 0.0402
Answer 54	-	Pai ngoikore 0.0132	Pai ngoikore 0.0326	Pai ngoikore 0.0116	Negative ngoikore -0.0091	Pai ngoikore 0.0198	Negative ngoikore -0.0052	Negative ngoikore -0.0424
Answer 55	-	Pai ngoikore 0.0426	Pai ngoikore 0.0247	Negative ngoikore -0.0196	Negative ngoikore -0.0106	Pai ngoikore 0.0713	Pai ngoikore 0.0037	Negative ngoikore -0.0844
Answer 56	-	Pai ngoikore 0.0056	Pai ngoikore 0.0994	Pai ngoikore 0.0085	Negative ngoikore -0.0355	Negative ngoikore -0.0160	Pai ngoikore 0.0102	Negative ngoikore -0.0328
Te Taiao Taiao (He pehea te whakaae ki a koe, kaore ranei?)
Answer 57	-	Pai ngoikore 0.0622	Pai ngoikore 0.0838	Pai ngoikore 0.0511	Negative ngoikore -0.0790	Pai ngoikore 0.0023	Negative ngoikore -0.0341	Negative ngoikore -0.0313
Answer 58	-	Pai ngoikore 0.0647	Pai ngoikore 0.0330	Negative ngoikore -0.0300	Negative ngoikore -0.0322	Pai ngoikore 0.0122	Pai ngoikore 0.0695	Negative ngoikore -0.0769
Answer 59	-	Negative ngoikore -0.0099	Negative ngoikore -0.0284	Pai ngoikore 0.0141	Pai ngoikore 0.0105	Negative ngoikore -0.0004	Pai ngoikore 0.0205	Negative ngoikore -0.0136
Answer 60	-	Pai ngoikore 0.0155	Negative ngoikore -0.0092	Pai ngoikore 0.0005	Negative ngoikore -0.0093	Pai ngoikore 0.0028	Negative ngoikore -0.0061	Pai ngoikore 0.0062
Answer 61	-	Negative ngoikore -0.0034	Pai ngoikore 0.0176	Pai ngoikore 0.0019	Pai ngoikore 0.0058	Negative ngoikore -0.0045	Negative ngoikore -0.0148	Pai ngoikore 0.0019
Answer 62	-	Negative ngoikore -0.0549	Negative ngoikore -0.0764	Negative ngoikore -0.0005	Pai ngoikore 0.0036	Pai ngoikore 0.0031	Pai ngoikore 0.0098	Pai ngoikore 0.0697
Answer 63	-	Negative ngoikore -0.0551	Pai ngoikore 0.0015	Negative ngoikore -0.0228	Pai ngoikore 0.0783	Negative ngoikore -0.0151	Negative ngoikore -0.0589	Pai ngoikore 0.0391
Te Taiao Taiao (He pehea te whakaae ki a koe, kaore ranei?)
Answer 64	-	Pai ngoikore 0.0574	Pai ngoikore 0.0891	Pai ngoikore 0.0483	Negative ngoikore -0.0795	Negative ngoikore -0.0057	Negative ngoikore -0.0384	Negative ngoikore -0.0179
Answer 65	-	Pai ngoikore 0.0129	Pai ngoikore 0.0565	Negative ngoikore -0.0106	Negative ngoikore -0.0506	Pai ngoikore 0.0301	Pai ngoikore 0.0340	Negative ngoikore -0.0436
Answer 66	-	Pai ngoikore 0.0522	Negative ngoikore -0.0293	Negative ngoikore -0.0009	Negative ngoikore -0.0183	Pai ngoikore 0.0158	Pai ngoikore 0.0186	Negative ngoikore -0.0238
Answer 67	-	Pai ngoikore 0.0158	Pai ngoikore 0.0365	Negative ngoikore -0.0056	Negative ngoikore -0.0078	Negative ngoikore -0.0463	Pai ngoikore 0.0279	Negative ngoikore -0.0006
Answer 68	-	Negative ngoikore -0.0534	Negative ngoikore -0.0278	Negative ngoikore -0.0168	Pai ngoikore 0.0545	Pai ngoikore 0.0112	Pai ngoikore 0.0219	Negative ngoikore -0.0167
Answer 69	-	Negative ngoikore -0.0450	Negative ngoikore -0.0553	Pai ngoikore 0.0457	Pai ngoikore 0.0126	Negative ngoikore -0.0265	Negative ngoikore -0.0205	Pai ngoikore 0.0547
Answer 70	-	Negative ngoikore -0.0376	Negative ngoikore -0.0422	Negative ngoikore -0.0514	Pai ngoikore 0.0773	Pai ngoikore 0.0161	Negative ngoikore -0.0482	Pai ngoikore 0.0424
Te Taiao Taiao (He pehea te whakaae ki a koe, kaore ranei?)
Answer 71	-	Pai ngoikore 0.0074	Negative ngoikore -0.0537	Pai ngoikore 0.0025	Negative ngoikore -0.0025	Pai ngoikore 0.0100	Negative ngoikore -0.0547	Pai ngoikore 0.0647
Answer 72	-	Negative ngoikore -0.0402	Negative ngoikore -0.0642	Pai ngoikore 0.0173	Pai ngoikore 0.0458	Pai ngoikore 0.0027	Negative ngoikore -0.0369	Pai ngoikore 0.0365
Answer 73	-	Pai ngoikore 0.0125	Pai ngoikore 0.0132	Negative ngoikore -0.0180	Negative ngoikore -0.0152	Pai ngoikore 0.0103	Pai ngoikore 0.0246	Negative ngoikore -0.0172
Answer 74	-	Pai ngoikore 0.0540	Pai ngoikore 0.0427	Negative ngoikore -0.0227	Negative ngoikore -0.0224	Negative ngoikore -0.0340	Pai ngoikore 0.0323	Negative ngoikore -0.0141
Answer 75	-	Negative ngoikore -0.0150	Pai ngoikore 0.0234	Negative ngoikore -0.0058	Negative ngoikore -0.0019	Pai ngoikore 0.0102	Pai ngoikore 0.0562	Negative ngoikore -0.0549
Answer 76	-	Negative ngoikore -0.0040	Pai ngoikore 0.0648	Negative ngoikore -0.0064	Pai ngoikore 0.0015	Negative ngoikore -0.0077	Pai ngoikore 0.0336	Negative ngoikore -0.0554
Answer 77	-	Pai ngoikore 0.0072	Pai ngoikore 0.0622	Pai ngoikore 0.0391	Negative ngoikore -0.0429	Negative ngoikore -0.0054	Negative ngoikore -0.0193	Negative ngoikore -0.0155
Te Taiao Taiao (He pehea te whakaae ki a koe, kaore ranei?)
Answer 78	-	Pai ngoikore 0.0367	Pai ngoikore 0.0434	Pai ngoikore 0.0463	Negative ngoikore -0.0707	Negative ngoikore -0.0609	Negative ngoikore -0.0158	Pai ngoikore 0.0476
Answer 79	-	Pai ngoikore 0.0093	Pai ngoikore 0.0591	Pai ngoikore 0.0090	Negative ngoikore -0.0506	Negative ngoikore -0.0284	Pai ngoikore 0.0140	Pai ngoikore 0.0113
Answer 80	-	Pai ngoikore 0.0231	Negative ngoikore -0.0348	Pai ngoikore 0.0215	Negative ngoikore -0.0785	Pai ngoikore 0.0148	Pai ngoikore 0.0043	Pai ngoikore 0.0499
Answer 81	-	Negative ngoikore -0.0129	Pai ngoikore 0.0049	Pai ngoikore 0.0063	Negative ngoikore -0.0470	Negative ngoikore -0.0059	Pai ngoikore 0.0406	Pai ngoikore 0.0169
Answer 82	-	Negative ngoikore -0.0371	Negative ngoikore -0.0120	Pai ngoikore 0.0079	Negative ngoikore -0.0003	Pai ngoikore 0.0179	Pai ngoikore 0.0122	Negative ngoikore -0.0036
Answer 83	-	Negative ngoikore -0.0268	Negative ngoikore -0.0557	Negative ngoikore -0.0510	Pai ngoikore 0.0465	Pai ngoikore 0.0312	Pai ngoikore 0.0573	Negative ngoikore -0.0261
Answer 84	-	Pai ngoikore 0.0103	Pai ngoikore 0.0066	Negative ngoikore -0.0198	Pai ngoikore 0.1488	Pai ngoikore 0.0151	Negative ngoikore -0.0986	Negative ngoikore -0.0691
Te Taiao Taiao (He pehea te whakaae ki a koe, kaore ranei?)
Answer 85	-	Negative ngoikore -0.0223	Pai ngoikore 0.0026	Negative ngoikore -0.0023	Pai ngoikore 0.1099	Pai ngoikore 0.0071	Negative ngoikore -0.1280	Pai ngoikore 0.0082
Answer 86	-	Negative ngoikore -0.0272	Negative ngoikore -0.0456	Pai ngoikore 0.0327	Negative ngoikore -0.0177	Negative ngoikore -0.0270	Pai ngoikore 0.0610	Pai ngoikore 0.0088
Answer 87	-	Negative ngoikore -0.0013	Negative ngoikore -0.0019	Negative ngoikore -0.0292	Negative ngoikore -0.0448	Pai ngoikore 0.0158	Pai ngoikore 0.0611	Pai ngoikore 0.0073
Answer 88	-	Pai ngoikore 0.0474	Pai ngoikore 0.0127	Negative ngoikore -0.0291	Negative ngoikore -0.0623	Pai ngoikore 0.0128	Pai ngoikore 0.0257	Pai ngoikore 0.0127
Answer 89	-	Pai ngoikore 0.0458	Pai ngoikore 0.0175	Pai ngoikore 0.0405	Negative ngoikore -0.0037	Negative ngoikore -0.0406	Pai ngoikore 8.63E-5	Negative ngoikore -0.0329
Answer 90	-	Pai ngoikore 0.0331	Pai ngoikore 0.0293	Negative ngoikore -0.0241	Negative ngoikore -0.0277	Pai ngoikore 0.0278	Pai ngoikore 0.0122	Negative ngoikore -0.0292
Answer 91	-	Negative ngoikore -0.0383	Pai ngoikore 0.0474	Negative ngoikore -0.0058	Negative ngoikore -0.0332	Pai ngoikore 0.0256	Pai ngoikore 0.0063	Pai ngoikore 0.0012
Te Taiao Taiao (He pehea te whakaae ki a koe, kaore ranei?)
Answer 92	-	Pai ngoikore 0.0524	Pai ngoikore 0.0551	Pai ngoikore 0.0266	Negative ngoikore -0.0967	Pai ngoikore 0.0105	Pai ngoikore 0.0335	Negative ngoikore -0.0327
Answer 93	-	Pai ngoikore 0.0132	Pai ngoikore 0.0522	Negative ngoikore -8.69E-5	Negative ngoikore -0.0370	Negative ngoikore -0.0047	Pai ngoikore 0.0031	Negative ngoikore -0.0045
Answer 94	-	Pai ngoikore 0.0475	Negative ngoikore -0.0193	Negative ngoikore -0.0083	Negative ngoikore -0.0326	Pai ngoikore 0.0001	Pai ngoikore 0.0424	Negative ngoikore -0.0140
Answer 95	-	Negative ngoikore -0.0152	Negative ngoikore -0.0124	Pai ngoikore 0.0254	Pai ngoikore 0.0089	Negative ngoikore -0.0127	Pai ngoikore 0.0134	Negative ngoikore -0.0144
Answer 96	-	Negative ngoikore -0.0053	Negative ngoikore -0.0231	Negative ngoikore -0.0016	Negative ngoikore -0.0037	Negative ngoikore -0.0065	Pai ngoikore 0.0337	Pai ngoikore 0.0042
Answer 97	-	Negative ngoikore -0.0588	Negative ngoikore -0.0408	Negative ngoikore -0.0086	Pai ngoikore 0.0408	Pai ngoikore 0.0086	Negative ngoikore -0.0185	Pai ngoikore 0.0376
Answer 98	-	Negative ngoikore -0.0304	Negative ngoikore -0.0053	Negative ngoikore -0.0225	Pai ngoikore 0.1004	Pai ngoikore 0.0032	Negative ngoikore -0.0922	Pai ngoikore 0.0168
3) Te tipu whaiaro (e hia tau e whakaae ana, e whakaae ana ranei?)
Answer 99	-	Negative ngoikore -0.0377	Negative ngoikore -0.1296	Pai ngoikore 0.0033	Negative ngoikore -0.0029	Negative ngoikore -0.0384	Negative ngoikore -0.0232	Pai ngoikore 0.1615
Answer 100	-	Negative ngoikore -0.0236	Pai ngoikore 0.0674	Negative ngoikore -0.0021	Pai ngoikore 0.0428	Pai ngoikore 0.0260	Pai ngoikore 0.0283	Negative ngoikore -0.1169
Answer 101	-	Pai ngoikore 0.0730	Pai ngoikore 0.0545	Negative ngoikore -0.0130	Negative ngoikore -0.0084	Pai ngoikore 0.0442	Pai ngoikore 0.0040	Negative ngoikore -0.1039
Answer 102	-	Pai ngoikore 0.0363	Pai ngoikore 0.0634	Negative ngoikore -0.0079	Negative ngoikore -0.0462	Negative ngoikore -0.0006	Negative ngoikore -0.0038	Negative ngoikore -0.0095
Answer 103	-	Pai ngoikore 0.0056	Pai ngoikore 0.0649	Pai ngoikore 0.0205	Negative ngoikore -0.0131	Negative ngoikore -0.0196	Pai ngoikore 0.0138	Negative ngoikore -0.0437
Answer 104	-	Pai ngoikore 0.0197	Pai ngoikore 0.0087	Negative ngoikore -0.0284	Negative ngoikore -0.0128	Pai ngoikore 0.0269	Pai ngoikore 0.0255	Negative ngoikore -0.0268
Answer 105	-	Pai ngoikore 0.0228	Pai ngoikore 0.0418	Pai ngoikore 0.0328	Negative ngoikore -0.0360	Negative ngoikore -0.0211	Negative ngoikore -0.0322	Pai ngoikore 0.0161
Te tipu whaiaro (e hia tau e whakaae ana, e whakaae ana ranei?)
Answer 106	-	Negative ngoikore -0.0007	Negative ngoikore -0.0009	Pai ngoikore 0.0121	Pai ngoikore 0.0299	Negative ngoikore -0.0193	Negative ngoikore -0.0093	Negative ngoikore -0.0141
Answer 107	-	Pai ngoikore 0.0170	Pai ngoikore 0.0220	Negative ngoikore -0.0075	Pai ngoikore 0.0218	Pai ngoikore 0.0266	Negative ngoikore -0.0328	Negative ngoikore -0.0371
Answer 108	-	Pai ngoikore 0.0231	Pai ngoikore 0.1210	Negative ngoikore -0.0185	Negative ngoikore -0.0326	Pai ngoikore 0.0132	Negative ngoikore -0.0047	Negative ngoikore -0.0524
Answer 109	-	Pai ngoikore 0.1142	Pai ngoikore 0.0304	Negative ngoikore -0.0373	Negative ngoikore -0.0228	Negative ngoikore -0.0037	Pai ngoikore 0.0011	Negative ngoikore -0.0323
Answer 110	-	Pai ngoikore 0.0518	Pai ngoikore 0.0801	Negative ngoikore -0.0117	Pai ngoikore 0.0165	Negative ngoikore -0.0014	Pai ngoikore 0.0299	Negative ngoikore -0.1152
Answer 111	-	Negative ngoikore -0.0118	Pai ngoikore 0.0507	Negative ngoikore -0.0276	Pai ngoikore 0.0180	Pai ngoikore 0.0178	Pai ngoikore 0.0915	Negative ngoikore -0.1114
Answer 112	-	Negative ngoikore -0.0769	Negative ngoikore -0.1321	Pai ngoikore 0.0425	Negative ngoikore -0.0248	Negative ngoikore -0.0142	Negative ngoikore -0.0586	Pai ngoikore 0.1832
Te tipu whaiaro (e hia tau e whakaae ana, e whakaae ana ranei?)
Answer 113	-	Pai ngoikore 0.0571	Pai ngoikore 0.0567	Pai ngoikore 0.0249	Negative ngoikore -0.0385	Negative ngoikore -0.0084	Negative ngoikore -0.0318	Negative ngoikore -0.0188
Answer 114	-	Pai ngoikore 0.0218	Pai ngoikore 0.0457	Pai ngoikore 0.0242	Negative ngoikore -0.0329	Negative ngoikore -0.0095	Negative ngoikore -0.0211	Negative ngoikore -0.0026
Answer 115	-	Pai ngoikore 0.0149	Pai ngoikore 0.0862	Pai ngoikore 0.0003	Negative ngoikore -0.0261	Pai ngoikore 0.0142	Pai ngoikore 0.0250	Negative ngoikore -0.0744
Answer 116	-	Pai ngoikore 0.1033	Pai ngoikore 0.0296	Negative ngoikore -0.0235	Negative ngoikore -0.0152	Pai ngoikore 0.0234	Negative ngoikore -0.0326	Negative ngoikore -0.0459
Answer 117	-	Pai ngoikore 0.0689	Pai ngoikore 0.0641	Negative ngoikore -0.0276	Negative ngoikore -0.0215	Pai ngoikore 0.0200	Pai ngoikore 0.0075	Negative ngoikore -0.0659
Answer 118	-	Negative ngoikore -0.0045	Negative ngoikore -0.0228	Negative ngoikore -0.0238	Negative ngoikore -0.0588	Pai ngoikore 0.0249	Pai ngoikore 0.0740	Pai ngoikore 0.0080
Answer 119	-	Negative ngoikore -0.1146	Negative ngoikore -0.1029	Pai ngoikore 0.0246	Pai ngoikore 0.0977	Negative ngoikore -0.0392	Negative ngoikore -0.0340	Pai ngoikore 0.0884
Te tipu whaiaro (e hia tau e whakaae ana, e whakaae ana ranei?)
Answer 120	-	Negative ngoikore -0.0585	Negative ngoikore -0.0710	Negative ngoikore -0.0154	Negative ngoikore -0.0219	Negative ngoikore -0.0177	Negative ngoikore -0.0203	Pai ngoikore 0.1508
Answer 121	-	Negative ngoikore -0.0119	Pai ngoikore 0.0237	Negative ngoikore -0.0225	Pai ngoikore 0.0502	Pai ngoikore 0.0040	Pai ngoikore 0.0244	Negative ngoikore -0.0598
Answer 122	-	Pai ngoikore 0.0248	Pai ngoikore 0.0282	Negative ngoikore -0.0121	Pai ngoikore 0.0056	Pai ngoikore 0.0763	Pai ngoikore 0.0116	Negative ngoikore -0.1128
Answer 123	-	Pai ngoikore 0.0772	Pai ngoikore 0.0457	Pai ngoikore 0.0117	Negative ngoikore -0.0124	Negative ngoikore -0.0238	Negative ngoikore -0.0105	Negative ngoikore -0.0458
Answer 124	-	Pai ngoikore 0.0246	Pai ngoikore 0.0291	Pai ngoikore 0.0407	Negative ngoikore -0.0264	Negative ngoikore -0.0054	Negative ngoikore -0.0056	Negative ngoikore -0.0332
Answer 125	-	Pai ngoikore 0.0224	Pai ngoikore 0.0508	Pai ngoikore 0.0461	Negative ngoikore -0.0124	Negative ngoikore -0.0579	Pai ngoikore 0.0431	Negative ngoikore -0.0555
Answer 126	-	Pai ngoikore 0.0583	Negative ngoikore -0.0023	Pai ngoikore 0.0673	Negative ngoikore -0.0445	Negative ngoikore -0.0038	Negative ngoikore -0.0463	Negative ngoikore -0.0074
Te tipu whaiaro (e hia tau e whakaae ana, e whakaae ana ranei?)
Answer 127	-	Pai ngoikore 0.0554	Pai ngoikore 0.0923	Pai ngoikore 0.0477	Negative ngoikore -0.0372	Negative ngoikore -0.0160	Negative ngoikore -0.0222	Negative ngoikore -0.0627
Answer 128	-	Pai ngoikore 0.0227	Pai ngoikore 0.0116	Pai ngoikore 0.0496	Pai ngoikore 0.0102	Negative ngoikore -0.0230	Negative ngoikore -0.0399	Negative ngoikore -0.0201
Answer 129	-	Pai ngoikore 0.0539	Pai ngoikore 0.0624	Negative ngoikore -0.0024	Pai ngoikore 0.0117	Pai ngoikore 0.0460	Pai ngoikore 0.0235	Negative ngoikore -0.1499
Answer 130	-	Pai ngoikore 0.0291	Pai ngoikore 0.0219	Negative ngoikore -0.0188	Negative ngoikore -0.0337	Pai ngoikore 0.0058	Pai ngoikore 0.0373	Negative ngoikore -0.0160
Answer 131	-	Pai ngoikore 0.0530	Pai ngoikore 0.0187	Negative ngoikore -0.0540	Negative ngoikore -0.0031	Pai ngoikore 0.0077	Pai ngoikore 0.0497	Negative ngoikore -0.0451
Answer 132	-	Negative ngoikore -0.0565	Negative ngoikore -0.0802	Pai ngoikore 0.0092	Negative ngoikore -0.0017	Pai ngoikore 0.0255	Pai ngoikore 0.0121	Pai ngoikore 0.0446
Answer 133	-	Negative ngoikore -0.0905	Negative ngoikore -0.0607	Negative ngoikore -0.0183	Pai ngoikore 0.0314	Negative ngoikore -0.0441	Negative ngoikore -0.0485	Pai ngoikore 0.1644
Te tipu whaiaro (e hia tau e whakaae ana, e whakaae ana ranei?)
Answer 134	-	Pai ngoikore 0.0288	Pai ngoikore 0.0286	Pai ngoikore 0.0037	Negative ngoikore -0.0278	Negative ngoikore -0.0027	Negative ngoikore -0.0055	Negative ngoikore -0.0041
Answer 135	-	Pai ngoikore 0.0561	Pai ngoikore 0.0886	Negative ngoikore -0.0076	Negative ngoikore -0.0144	Pai ngoikore 0.0225	Negative ngoikore -0.0219	Negative ngoikore -0.0766
Answer 136	-	Pai ngoikore 0.0229	Pai ngoikore 0.0365	Pai ngoikore 0.0050	Pai ngoikore 0.0158	Negative ngoikore -0.0154	Pai ngoikore 0.0221	Negative ngoikore -0.0633
Answer 137	-	Pai ngoikore 0.0590	Pai ngoikore 0.0502	Negative ngoikore -0.0110	Negative ngoikore -0.0167	Negative ngoikore -0.0040	Negative ngoikore -0.0131	Negative ngoikore -0.0291
Answer 138	-	Pai ngoikore 0.0184	Pai ngoikore 0.0096	Pai ngoikore 0.0191	Negative ngoikore -0.0149	Negative ngoikore -0.0417	Pai ngoikore 0.0467	Negative ngoikore -0.0189
Answer 139	-	Negative ngoikore -0.0533	Negative ngoikore -0.0391	Negative ngoikore -0.0560	Pai ngoikore 0.0351	Pai ngoikore 0.0423	Pai ngoikore 0.1078	Negative ngoikore -0.0574
Answer 140	-	Negative ngoikore -0.0462	Negative ngoikore -0.0684	Pai ngoikore 0.0365	Pai ngoikore 0.0029	Negative ngoikore -0.0108	Negative ngoikore -0.0942	Pai ngoikore 0.1287
Te tipu whaiaro (e hia tau e whakaae ana, e whakaae ana ranei?)
Answer 141	-	Negative ngoikore -0.0754	Negative ngoikore -0.0716	Pai ngoikore 0.0337	Negative ngoikore -0.0340	Negative ngoikore -0.0167	Negative ngoikore -0.0553	Pai ngoikore 0.1615
Answer 142	-	Pai ngoikore 0.0018	Negative ngoikore -0.0187	Pai ngoikore 8.77E-6	Pai ngoikore 0.0148	Negative ngoikore -5.42E-5	Pai ngoikore 0.0300	Negative ngoikore -0.0339
Answer 143	-	Pai ngoikore 0.0525	Pai ngoikore 0.0758	Negative ngoikore -0.0450	Pai ngoikore 0.0493	Negative ngoikore -0.0050	Pai ngoikore 0.0474	Negative ngoikore -0.1233
Answer 144	-	Pai ngoikore 0.0512	Pai ngoikore 0.0308	Negative ngoikore -0.0105	Negative ngoikore -0.0079	Pai ngoikore 0.0130	Pai ngoikore 0.0111	Negative ngoikore -0.0557
Answer 145	-	Pai ngoikore 0.0119	Pai ngoikore 0.0104	Pai ngoikore 0.0084	Pai ngoikore 0.0381	Pai ngoikore 0.0173	Pai ngoikore 0.0191	Negative ngoikore -0.0918
Answer 146	-	Pai ngoikore 0.0167	Pai ngoikore 0.0644	Negative ngoikore -0.0289	Negative ngoikore -0.0316	Pai ngoikore 0.0490	Negative ngoikore -0.0044	Negative ngoikore -0.0378
Answer 147	-	Pai ngoikore 0.0559	Pai ngoikore 0.0379	Pai ngoikore 0.0095	Negative ngoikore -0.0176	Negative ngoikore -0.0195	Negative ngoikore -0.0232	Negative ngoikore -0.0101
4) Whanaungatanga pai ki etahi atu (he aha te whakaae ki a koe, kaore ranei?)
Answer 148	-	Pai ngoikore 0.0175	Negative ngoikore -0.0792	Negative ngoikore -0.0054	Pai ngoikore 0.0080	Pai ngoikore 0.0219	Negative ngoikore -0.0612	Pai ngoikore 0.0678
Answer 149	-	Negative ngoikore -0.0652	Negative ngoikore -0.0716	Negative ngoikore -0.0374	Negative ngoikore -0.0039	Pai ngoikore 0.0725	Pai ngoikore 0.0188	Pai ngoikore 0.0364
Answer 150	-	Negative ngoikore -0.0334	Pai ngoikore 0.0627	Pai ngoikore 0.0060	Pai ngoikore 0.0143	Negative ngoikore -0.0054	Pai ngoikore 0.0403	Negative ngoikore -0.0679
Answer 151	-	Pai ngoikore 0.0805	Pai ngoikore 0.0624	Negative ngoikore -0.0236	Negative ngoikore -0.0054	Negative ngoikore -0.0576	Pai ngoikore 0.0147	Negative ngoikore -0.0221
Answer 152	-	Pai ngoikore 0.0430	Pai ngoikore 0.0748	Pai ngoikore 0.0518	Negative ngoikore -0.0224	Negative ngoikore -0.0541	Pai ngoikore 0.0344	Negative ngoikore -0.0739
Answer 153	-	Pai ngoikore 0.0376	Pai ngoikore 0.0611	Pai ngoikore 0.0703	Negative ngoikore -0.0130	Negative ngoikore -0.0889	Negative ngoikore -0.0100	Negative ngoikore -0.0169
Answer 154	-	Pai ngoikore 0.0015	Pai ngoikore 0.0978	Pai ngoikore 0.0399	Pai ngoikore 0.0028	Negative ngoikore -0.0468	Negative ngoikore -0.0189	Negative ngoikore -0.0377
Whanaungatanga pai ki etahi atu (he aha te whakaae ki a koe, kaore ranei?)
Answer 155	-	Pai ngoikore 0.0361	Negative ngoikore -0.0355	Pai ngoikore 0.0290	Pai ngoikore 0.0151	Pai ngoikore 0.0354	Negative ngoikore -0.0961	Pai ngoikore 0.0101
Answer 156	-	Negative ngoikore -0.0333	Negative ngoikore -0.0526	Negative ngoikore -0.0447	Pai ngoikore 0.0009	Pai ngoikore 0.0519	Pai ngoikore 0.0153	Pai ngoikore 0.0261
Answer 157	-	Pai ngoikore 0.0073	Negative ngoikore -0.0375	Negative ngoikore -0.0320	Negative ngoikore -0.0118	Pai ngoikore 0.0192	Pai ngoikore 0.0529	Negative ngoikore -0.0054
Answer 158	-	Pai ngoikore 0.0009	Pai ngoikore 0.0415	Pai ngoikore 0.0077	Negative ngoikore -0.0122	Negative ngoikore -0.0600	Pai ngoikore 0.0413	Negative ngoikore -0.0015
Answer 159	-	Pai ngoikore 0.0151	Pai ngoikore 0.0750	Pai ngoikore 0.0321	Negative ngoikore -0.0094	Negative ngoikore -0.0419	Pai ngoikore 0.0138	Negative ngoikore -0.0444
Answer 160	-	Negative ngoikore -0.0160	Pai ngoikore 0.0932	Pai ngoikore 0.0317	Pai ngoikore 0.0230	Negative ngoikore -0.0773	Negative ngoikore -0.0077	Negative ngoikore -0.0151
Answer 161	-	Negative ngoikore -0.0312	Pai ngoikore 0.0509	Pai ngoikore 0.0308	Negative ngoikore -0.0104	Negative ngoikore -0.0354	Pai ngoikore 0.0138	Negative ngoikore -0.0074
Whanaungatanga pai ki etahi atu (he aha te whakaae ki a koe, kaore ranei?)
Answer 162	-	Pai ngoikore 0.0353	Pai ngoikore 0.0709	Pai ngoikore 0.0380	Negative ngoikore -0.0037	Negative ngoikore -0.0514	Negative ngoikore -0.0414	Negative ngoikore -0.0133
Answer 163	-	Pai ngoikore 0.0192	Pai ngoikore 0.0954	Pai ngoikore 0.0259	Pai ngoikore 0.0061	Negative ngoikore -0.0478	Pai ngoikore 0.0018	Negative ngoikore -0.0604
Answer 164	-	Negative ngoikore -0.0089	Pai ngoikore 0.0169	Pai ngoikore 0.0043	Pai ngoikore 0.0186	Pai ngoikore 0.0242	Pai ngoikore 0.0099	Negative ngoikore -0.0587
Answer 165	-	Pai ngoikore 0.0395	Negative ngoikore -0.0053	Pai ngoikore 0.0010	Negative ngoikore -0.0381	Negative ngoikore -0.0023	Pai ngoikore 0.0027	Pai ngoikore 0.0168
Answer 166	-	Negative ngoikore -0.0115	Negative ngoikore -0.0017	Negative ngoikore -0.0300	Negative ngoikore -0.0134	Pai ngoikore 0.0296	Pai ngoikore 0.0610	Negative ngoikore -0.0307
Answer 167	-	Negative ngoikore -0.0022	Negative ngoikore -0.0453	Pai ngoikore 0.0136	Negative ngoikore -0.0386	Pai ngoikore 0.0094	Pai ngoikore 0.0207	Pai ngoikore 0.0306
Answer 168	-	Negative ngoikore -0.0473	Negative ngoikore -0.0903	Negative ngoikore -0.0414	Pai ngoikore 0.0512	Pai ngoikore 0.0271	Negative ngoikore -0.0422	Pai ngoikore 0.0827
Whanaungatanga pai ki etahi atu (he aha te whakaae ki a koe, kaore ranei?)
Answer 169	-	Pai ngoikore 0.0187	Pai ngoikore 0.0877	Pai ngoikore 0.0225	Negative ngoikore -0.0771	Negative ngoikore -0.0112	Negative ngoikore -0.0133	Pai ngoikore 0.0094
Answer 170	-	Pai ngoikore 0.0348	Negative ngoikore -0.0040	Pai ngoikore 0.0092	Negative ngoikore -0.0821	Pai ngoikore 0.0166	Negative ngoikore -0.0045	Pai ngoikore 0.0393
Answer 171	-	Pai ngoikore 0.0251	Pai ngoikore 0.0393	Negative ngoikore -0.0113	Negative ngoikore -0.0789	Pai ngoikore 0.0219	Pai ngoikore 0.0462	Negative ngoikore -0.0146
Answer 172	-	Pai ngoikore 0.0641	Negative ngoikore -0.0126	Pai ngoikore 0.0132	Negative ngoikore -0.0624	Negative ngoikore -0.0021	Pai ngoikore 0.0035	Pai ngoikore 0.0179
Answer 173	-	Pai ngoikore 0.0034	Negative ngoikore -0.0190	Negative ngoikore -0.0241	Pai ngoikore 0.0232	Pai ngoikore 0.0111	Pai ngoikore 0.0217	Negative ngoikore -0.0193
Answer 174	-	Pai ngoikore 0.0045	Negative ngoikore -0.0217	Negative ngoikore -0.0198	Pai ngoikore 0.0145	Negative ngoikore -0.0269	Pai ngoikore 0.0528	Negative ngoikore -0.0043
Answer 175	-	Negative ngoikore -0.0944	Negative ngoikore -0.0321	Pai ngoikore 0.0118	Pai ngoikore 0.1572	Negative ngoikore -0.0017	Negative ngoikore -0.0784	Negative ngoikore -0.0166
Whanaungatanga pai ki etahi atu (he aha te whakaae ki a koe, kaore ranei?)
Answer 176	-	Pai ngoikore 0.0053	Negative ngoikore -0.0549	Negative ngoikore -0.0142	Pai ngoikore 0.0199	Pai ngoikore 0.0682	Negative ngoikore -0.0442	Negative ngoikore -0.0032
Answer 177	-	Negative ngoikore -0.0218	Negative ngoikore -0.0372	Pai ngoikore 0.0067	Pai ngoikore 0.0125	Negative ngoikore -0.0196	Pai ngoikore 0.0389	Pai ngoikore 0.0048
Answer 178	-	Negative ngoikore -0.0091	Pai ngoikore 0.0449	Negative ngoikore -0.0097	Negative ngoikore -0.0225	Negative ngoikore -0.0227	Pai ngoikore 0.0542	Negative ngoikore -0.0169
Answer 179	-	Pai ngoikore 0.0301	Pai ngoikore 0.0425	Pai ngoikore 0.0048	Pai ngoikore 0.0004	Negative ngoikore -0.0536	Negative ngoikore -0.0164	Pai ngoikore 0.0153
Answer 180	-	Pai ngoikore 0.0181	Pai ngoikore 0.0042	Negative ngoikore -0.0179	Negative ngoikore -0.0408	Pai ngoikore 0.0248	Negative ngoikore -0.0006	Pai ngoikore 0.0164
Answer 181	-	Negative ngoikore -0.0147	Pai ngoikore 0.0946	Pai ngoikore 0.0136	Pai ngoikore 0.0273	Pai ngoikore 0.0040	Negative ngoikore -0.0484	Negative ngoikore -0.0524
Answer 182	-	Pai ngoikore 0.0130	Pai ngoikore 0.0235	Pai ngoikore 0.0423	Negative ngoikore -0.0456	Negative ngoikore -0.0635	Pai ngoikore 0.0035	Pai ngoikore 0.0448
Whanaungatanga pai ki etahi atu (he aha te whakaae ki a koe, kaore ranei?)
Answer 183	-	Pai ngoikore 0.0678	Pai ngoikore 0.0834	Pai ngoikore 0.0058	Negative ngoikore -0.0407	Pai ngoikore 0.0396	Negative ngoikore -0.0459	Negative ngoikore -0.0610
Answer 184	-	Pai ngoikore 0.0100	Pai ngoikore 0.0225	Pai ngoikore 0.0239	Negative ngoikore -0.0539	Negative ngoikore -0.0129	Pai ngoikore 0.0544	Negative ngoikore -0.0237
Answer 185	-	Pai ngoikore 0.0229	Negative ngoikore -0.0376	Negative ngoikore -0.0448	Pai ngoikore 0.0079	Negative ngoikore -0.0221	Pai ngoikore 0.0719	Pai ngoikore 0.0048
Answer 186	-	Pai ngoikore 1.38E-6	Pai ngoikore 0.0412	Pai ngoikore 0.0061	Negative ngoikore -0.0212	Negative ngoikore -0.0476	Pai ngoikore 0.0087	Pai ngoikore 0.0257
Answer 187	-	Negative ngoikore -0.0016	Negative ngoikore -0.0023	Pai ngoikore 0.0070	Negative ngoikore -0.0322	Pai ngoikore 0.0050	Pai ngoikore 0.0652	Negative ngoikore -0.0308
Answer 188	-	Negative ngoikore -0.0073	Negative ngoikore -0.0340	Pai ngoikore 0.0046	Pai ngoikore 0.0217	Pai ngoikore 0.0306	Negative ngoikore -0.0242	Negative ngoikore -0.0075
Answer 189	-	Negative ngoikore -0.0666	Negative ngoikore -0.0485	Negative ngoikore -0.0012	Pai ngoikore 0.0775	Pai ngoikore 1.73E-6	Negative ngoikore -0.0799	Pai ngoikore 0.0647
Whanaungatanga pai ki etahi atu (he aha te whakaae ki a koe, kaore ranei?)
Answer 190	-	Pai ngoikore 0.0103	Negative ngoikore -0.0642	Negative ngoikore -0.0325	Pai ngoikore 0.0259	Pai ngoikore 0.0695	Negative ngoikore -0.0652	Pai ngoikore 0.0247
Answer 191	-	Negative ngoikore -0.0346	Negative ngoikore -0.0156	Pai ngoikore 0.0100	Pai ngoikore 0.0058	Negative ngoikore -0.0157	Pai ngoikore 0.0684	Negative ngoikore -0.0233
Answer 192	-	Negative ngoikore -0.0296	Pai ngoikore 0.0259	Pai ngoikore 0.0268	Negative ngoikore -0.0140	Negative ngoikore -0.0364	Pai ngoikore 0.0434	Negative ngoikore -0.0109
Answer 193	-	Pai ngoikore 0.0629	Pai ngoikore 0.0757	Pai ngoikore 0.0075	Negative ngoikore -0.0125	Negative ngoikore -0.0596	Negative ngoikore -0.0145	Negative ngoikore -0.0152
Answer 194	-	Pai ngoikore 0.0055	Pai ngoikore 0.0351	Negative ngoikore -0.0280	Negative ngoikore -0.0154	Negative ngoikore -0.0040	Pai ngoikore 0.0324	Negative ngoikore -0.0090
Answer 195	-	Pai ngoikore 0.0167	Pai ngoikore 0.0386	Pai ngoikore 0.0049	Negative ngoikore -0.0041	Negative ngoikore -0.0067	Negative ngoikore -0.0468	Pai ngoikore 0.0127
Answer 196	-	Pai ngoikore 0.0026	Pai ngoikore 0.0220	Pai ngoikore 0.0518	Negative ngoikore -0.0450	Negative ngoikore -0.0216	Negative ngoikore -0.0278	Pai ngoikore 0.0289
5) Te kaupapa i roto i te koiora (pehea te whakaae ki a koe, kaore ranei?)
Answer 197	-	Negative ngoikore -0.0459	Negative ngoikore -0.0362	Pai ngoikore 0.0291	Pai ngoikore 0.1872	Negative ngoikore -0.0591	Negative ngoikore -0.1342	Pai ngoikore 0.0131
Answer 198	-	Negative ngoikore -0.0007	Negative ngoikore -0.0089	Negative ngoikore -0.0322	Negative ngoikore -0.0454	Pai ngoikore 0.0186	Pai ngoikore 0.0715	Pai ngoikore 0.0031
Answer 199	-	Pai ngoikore 0.0182	Negative ngoikore -0.0215	Pai ngoikore 0.0211	Negative ngoikore -0.1185	Pai ngoikore 0.0733	Pai ngoikore 0.0534	Negative ngoikore -0.0177
Answer 200	-	Pai ngoikore 0.0633	Pai ngoikore 0.0646	Negative ngoikore -0.0338	Negative ngoikore -0.0855	Negative ngoikore -0.0120	Pai ngoikore 0.0325	Pai ngoikore 0.0160
Answer 201	-	Pai ngoikore 0.0065	Pai ngoikore 0.0034	Pai ngoikore 0.0089	Negative ngoikore -0.0481	Negative ngoikore -0.0150	Pai ngoikore 0.0500	Pai ngoikore 0.0022
Answer 202	-	Negative ngoikore -0.0093	Pai ngoikore 0.0121	Negative ngoikore -0.0189	Negative ngoikore -0.0135	Pai ngoikore 0.0367	Pai ngoikore 0.0142	Negative ngoikore -0.0170
Answer 203	-	Pai ngoikore 0.0311	Pai ngoikore 0.1173	Pai ngoikore 0.0135	Negative ngoikore -0.0540	Negative ngoikore -0.0202	Pai ngoikore 0.0038	Negative ngoikore -0.0379
Te kaupapa i roto i te koiora (pehea te whakaae ki a koe, kaore ranei?)
Answer 204	-	Pai ngoikore 0.0733	Pai ngoikore 0.0557	Negative ngoikore -0.0163	Negative ngoikore -0.1154	Pai ngoikore 0.0239	Pai ngoikore 0.0005	Pai ngoikore 0.0230
Answer 205	-	Pai ngoikore 0.0742	Pai ngoikore 0.0412	Negative ngoikore -0.0193	Negative ngoikore -0.1658	Pai ngoikore 0.0235	Pai ngoikore 0.0082	Pai ngoikore 0.0768
Answer 206	-	Negative ngoikore -0.0072	Negative ngoikore -0.0222	Negative ngoikore -0.0130	Negative ngoikore -0.0607	Pai ngoikore 0.0339	Pai ngoikore 0.0332	Pai ngoikore 0.0278
Answer 207	-	Pai ngoikore 0.0116	Pai ngoikore 0.0084	Negative ngoikore -0.0119	Negative ngoikore -0.0258	Negative ngoikore -0.0276	Pai ngoikore 0.0054	Pai ngoikore 0.0463
Answer 208	-	Pai ngoikore 0.0003	Negative ngoikore -0.0132	Negative ngoikore -0.0191	Pai ngoikore 0.0120	Pai ngoikore 0.0091	Pai ngoikore 0.0530	Negative ngoikore -0.0419
Answer 209	-	Negative ngoikore -0.0450	Negative ngoikore -0.0811	Pai ngoikore 0.0043	Pai ngoikore 0.0406	Pai ngoikore 0.0043	Pai ngoikore 0.0392	Negative ngoikore -0.0002
Answer 210	-	Negative ngoikore -0.0464	Pai ngoikore 0.0361	Pai ngoikore 0.0467	Pai ngoikore 0.1753	Negative ngoikore -0.0429	Negative ngoikore -0.1038	Negative ngoikore -0.0774
Te kaupapa i roto i te koiora (pehea te whakaae ki a koe, kaore ranei?)
Answer 211	-	Negative ngoikore -0.0426	Negative ngoikore -0.0549	Pai ngoikore 0.0731	Pai ngoikore 0.1062	Negative ngoikore -0.0487	Negative ngoikore -0.1354	Pai ngoikore 0.0545
Answer 212	-	Negative ngoikore -0.0420	Negative ngoikore -0.0102	Negative ngoikore -0.0214	Pai ngoikore 0.0258	Negative ngoikore -0.0193	Pai ngoikore 0.0490	Pai ngoikore 0.0045
Answer 213	-	Pai ngoikore 0.0236	Pai ngoikore 0.0062	Negative ngoikore -0.0201	Negative ngoikore -0.0892	Pai ngoikore 0.0424	Pai ngoikore 0.0429	Pai ngoikore 0.0075
Answer 214	-	Pai ngoikore 0.0551	Pai ngoikore 0.0555	Negative ngoikore -0.0668	Negative ngoikore -0.0251	Pai ngoikore 0.0225	Pai ngoikore 0.0052	Negative ngoikore -0.0135
Answer 215	-	Pai ngoikore 0.0453	Pai ngoikore 0.0317	Negative ngoikore -0.0025	Negative ngoikore -0.0486	Pai ngoikore 0.0266	Pai ngoikore 0.0504	Negative ngoikore -0.0672
Answer 216	-	Pai ngoikore 0.0159	Pai ngoikore 0.0167	Pai ngoikore 0.0036	Negative ngoikore -0.0194	Pai ngoikore 0.0136	Pai ngoikore 0.0444	Negative ngoikore -0.0526
Answer 217	-	Pai ngoikore 0.0247	Pai ngoikore 0.0261	Negative ngoikore -0.0102	Negative ngoikore -0.0678	Pai ngoikore 0.0212	Pai ngoikore 0.0496	Negative ngoikore -0.0193
Te kaupapa i roto i te koiora (pehea te whakaae ki a koe, kaore ranei?)
Answer 218	-	Negative ngoikore -0.0605	Negative ngoikore -0.0533	Pai ngoikore 0.0874	Pai ngoikore 0.1330	Negative ngoikore -0.0471	Negative ngoikore -0.0914	Negative ngoikore -0.0127
Answer 219	-	Negative ngoikore -0.0209	Pai ngoikore 0.0220	Negative ngoikore -0.0430	Negative ngoikore -0.0195	Negative ngoikore -0.0067	Pai ngoikore 0.0327	Pai ngoikore 0.0350
Answer 220	-	Pai ngoikore 0.0015	Pai ngoikore 0.0080	Pai ngoikore 0.0015	Pai ngoikore 0.0003	Negative ngoikore -0.0078	Pai ngoikore 0.0327	Negative ngoikore -0.0249
Answer 221	-	Pai ngoikore 0.0622	Pai ngoikore 0.0245	Negative ngoikore -0.0363	Negative ngoikore -0.0758	Pai ngoikore 0.0348	Pai ngoikore 0.0044	Pai ngoikore 0.0117
Answer 222	-	Pai ngoikore 0.0441	Pai ngoikore 0.0107	Pai ngoikore 0.0064	Negative ngoikore -0.1003	Pai ngoikore 0.0364	Pai ngoikore 0.0532	Negative ngoikore -0.0253
Answer 223	-	Pai ngoikore 0.0111	Negative ngoikore -0.0135	Negative ngoikore -0.0412	Negative ngoikore -0.0044	Pai ngoikore 0.0337	Pai ngoikore 0.0278	Negative ngoikore -0.0117
Answer 224	-	Pai ngoikore 0.0195	Pai ngoikore 0.0332	Negative ngoikore -0.0296	Negative ngoikore -0.0292	Pai ngoikore 0.0010	Negative ngoikore -0.0046	Pai ngoikore 0.0252
Te kaupapa i roto i te koiora (pehea te whakaae ki a koe, kaore ranei?)
Answer 225	-	Pai ngoikore 0.0482	Pai ngoikore 0.0822	Pai ngoikore 0.0144	Negative ngoikore -0.0628	Pai ngoikore 0.0006	Negative ngoikore -0.0036	Negative ngoikore -0.0293
Answer 226	-	Pai ngoikore 0.0879	Pai ngoikore 0.0443	Negative ngoikore -0.0011	Negative ngoikore -0.0536	Pai ngoikore 0.0339	Negative ngoikore -0.0047	Negative ngoikore -0.0577
Answer 227	-	Negative ngoikore -0.0277	Negative ngoikore -0.0032	Negative ngoikore -0.0372	Negative ngoikore -0.0326	Pai ngoikore 0.0419	Pai ngoikore 0.0515	Pai ngoikore 0.0036
Answer 228	-	Pai ngoikore 0.0027	Pai ngoikore 0.0307	Negative ngoikore -0.0023	Negative ngoikore -0.0026	Negative ngoikore -0.0226	Pai ngoikore 0.0342	Negative ngoikore -0.0250
Answer 229	-	Pai ngoikore 0.0079	Negative ngoikore -0.0173	Negative ngoikore -0.0105	Negative ngoikore -0.0135	Negative ngoikore -0.0408	Pai ngoikore 0.0381	Pai ngoikore 0.0329
Answer 230	-	Negative ngoikore -0.0237	Negative ngoikore -0.0482	Negative ngoikore -0.0071	Pai ngoikore 0.0339	Pai ngoikore 0.0229	Pai ngoikore 0.0314	Negative ngoikore -0.0282
Answer 231	-	Negative ngoikore -0.0567	Negative ngoikore -0.0430	Pai ngoikore 0.0330	Pai ngoikore 0.0782	Negative ngoikore -0.0346	Negative ngoikore -0.1025	Pai ngoikore 0.0741
Te kaupapa i roto i te koiora (pehea te whakaae ki a koe, kaore ranei?)
Answer 232	-	Pai ngoikore 0.0213	Pai ngoikore 0.0325	Pai ngoikore 0.0209	Negative ngoikore -0.0282	Negative ngoikore -0.0134	Negative ngoikore -0.0101	Negative ngoikore -0.0046
Answer 233	-	Negative ngoikore -0.0009	Pai ngoikore 0.0343	Pai ngoikore 0.0025	Negative ngoikore -0.0045	Negative ngoikore -0.0265	Negative ngoikore -0.0113	Pai ngoikore 0.0145
Answer 234	-	Pai ngoikore 0.0097	Negative ngoikore -0.0439	Pai ngoikore 0.0084	Negative ngoikore -0.0385	Negative ngoikore -0.0152	Negative ngoikore -0.0029	Pai ngoikore 0.0717
Answer 235	-	Pai ngoikore 0.0229	Pai ngoikore 0.0665	Pai ngoikore 0.0318	Negative ngoikore -0.0048	Negative ngoikore -0.0098	Negative ngoikore -0.0401	Negative ngoikore -0.0352
Answer 236	-	Negative ngoikore -0.0177	Pai ngoikore 0.0454	Negative ngoikore -0.0478	Negative ngoikore -0.0003	Pai ngoikore 0.0068	Pai ngoikore 0.0563	Negative ngoikore -0.0292
Answer 237	-	Negative ngoikore -0.0435	Negative ngoikore -0.0350	Negative ngoikore -0.0365	Pai ngoikore 0.0217	Pai ngoikore 0.0530	Pai ngoikore 0.0253	Negative ngoikore -0.0123
Answer 238	-	Pai ngoikore 0.0137	Negative ngoikore -0.0473	Pai ngoikore 0.0181	Pai ngoikore 0.0214	Negative ngoikore -0.0091	Negative ngoikore -0.0123	Pai ngoikore 0.0030
Te kaupapa i roto i te koiora (pehea te whakaae ki a koe, kaore ranei?)
Answer 239	-	Negative ngoikore -0.0061	Pai ngoikore 0.0878	Pai ngoikore 0.0397	Negative ngoikore -0.0155	Negative ngoikore -0.0028	Negative ngoikore -0.0137	Negative ngoikore -0.0569
Answer 240	-	Pai ngoikore 0.0898	Negative ngoikore -0.0063	Pai ngoikore 0.0239	Negative ngoikore -0.0219	Negative ngoikore -0.0259	Pai ngoikore 0.0269	Negative ngoikore -0.0491
Answer 241	-	Negative ngoikore -0.0101	Pai ngoikore 0.0256	Negative ngoikore -0.0252	Negative ngoikore -0.0029	Pai ngoikore 0.0492	Pai ngoikore 0.0446	Negative ngoikore -0.0697
Answer 242	-	Pai ngoikore 0.0341	Pai ngoikore 0.0339	Negative ngoikore -0.0356	Negative ngoikore -0.0291	Negative ngoikore -0.0599	Pai ngoikore 0.0327	Pai ngoikore 0.0453
Answer 243	-	Negative ngoikore -0.0419	Negative ngoikore -0.0012	Negative ngoikore -0.0509	Pai ngoikore 0.0355	Pai ngoikore 0.0349	Pai ngoikore 0.0146	Negative ngoikore -0.0077
Answer 244	-	Negative ngoikore -0.0470	Negative ngoikore -0.0777	Pai ngoikore 0.0198	Negative ngoikore -0.0179	Pai ngoikore 0.0176	Negative ngoikore -0.0093	Pai ngoikore 0.0693
Answer 245	-	Negative ngoikore -0.0170	Negative ngoikore -0.0308	Pai ngoikore 0.0239	Pai ngoikore 0.0423	Negative ngoikore -0.0144	Negative ngoikore -0.0799	Pai ngoikore 0.0492
6) Te whakaaetanga whaiaro (pehea te whakaae ki a koe, kaore ranei?)
Answer 246	-	Pai ngoikore 0.0295	Pai ngoikore 0.1178	Pai ngoikore 0.0033	Negative ngoikore -0.0452	Pai ngoikore 0.0095	Negative ngoikore -0.0216	Negative ngoikore -0.0442
Answer 247	-	Pai ngoikore 0.0279	Pai ngoikore 0.0531	Pai ngoikore 0.0349	Negative ngoikore -0.0108	Negative ngoikore -0.0599	Pai ngoikore 0.0805	Negative ngoikore -0.0812
Answer 248	-	Pai ngoikore 0.0221	Negative ngoikore -0.0185	Negative ngoikore -0.0042	Pai ngoikore 0.0234	Pai ngoikore 0.0579	Negative ngoikore -0.0116	Negative ngoikore -0.0663
Answer 249	-	Pai ngoikore 0.0046	Negative ngoikore -0.0054	Negative ngoikore -0.0435	Negative ngoikore -0.0063	Negative ngoikore -0.0236	Negative ngoikore -0.0002	Pai ngoikore 0.0667
Answer 250	-	Negative ngoikore -0.0213	Pai ngoikore 0.0154	Negative ngoikore -0.0072	Pai ngoikore 6.93E-5	Negative ngoikore -0.0197	Pai ngoikore 0.0359	Negative ngoikore -0.0012
Answer 251	-	Negative ngoikore -0.0105	Negative ngoikore -0.0683	Negative ngoikore -0.0142	Pai ngoikore 0.0160	Pai ngoikore 0.0096	Pai ngoikore 0.0455	Pai ngoikore 0.0025
Answer 252	-	Negative ngoikore -0.0408	Negative ngoikore -0.0516	Pai ngoikore 0.0185	Pai ngoikore 0.0086	Pai ngoikore 0.0140	Negative ngoikore -0.1042	Pai ngoikore 0.1054
Te whakaaetanga whaiaro (pehea te whakaae ki a koe, kaore ranei?)
Answer 253	-	Negative ngoikore -0.0578	Negative ngoikore -0.0512	Pai ngoikore 0.0455	Pai ngoikore 0.0299	Negative ngoikore -0.0042	Negative ngoikore -0.1157	Pai ngoikore 0.0998
Answer 254	-	Negative ngoikore -0.0242	Negative ngoikore -0.0547	Negative ngoikore -0.0219	Pai ngoikore 0.0080	Pai ngoikore 0.0272	Pai ngoikore 0.0444	Pai ngoikore 0.0018
Answer 255	-	Pai ngoikore 0.0211	Negative ngoikore -0.0223	Negative ngoikore -0.0478	Negative ngoikore -0.0534	Pai ngoikore 0.0235	Pai ngoikore 0.0840	Negative ngoikore -0.0012
Answer 256	-	Pai ngoikore 0.0281	Pai ngoikore 0.0385	Negative ngoikore -0.0257	Negative ngoikore -0.0237	Negative ngoikore -0.0220	Pai ngoikore 0.0417	Negative ngoikore -0.0112
Answer 257	-	Pai ngoikore 0.0609	Pai ngoikore 0.0506	Negative ngoikore -0.0074	Pai ngoikore 0.0299	Pai ngoikore 0.0069	Negative ngoikore -0.0215	Negative ngoikore -0.0824
Answer 258	-	Negative ngoikore -0.0114	Pai ngoikore 0.0508	Pai ngoikore 0.0346	Pai ngoikore 0.0439	Negative ngoikore -0.0650	Pai ngoikore 0.0041	Negative ngoikore -0.0398
Answer 259	-	Pai ngoikore 0.0506	Pai ngoikore 0.1033	Pai ngoikore 0.0333	Negative ngoikore -0.0615	Pai ngoikore 0.0136	Negative ngoikore -0.0280	Negative ngoikore -0.0543
Te whakaaetanga whaiaro (pehea te whakaae ki a koe, kaore ranei?)
Answer 260	-	Pai ngoikore 0.0643	Pai ngoikore 0.0930	Pai ngoikore 0.0286	Negative ngoikore -0.0810	Pai ngoikore 0.0281	Negative ngoikore -0.0124	Negative ngoikore -0.0620
Answer 261	-	Negative ngoikore -0.0127	Pai ngoikore 0.0500	Negative ngoikore -0.0301	Pai ngoikore 0.0029	Negative ngoikore -0.0063	Pai ngoikore 0.0439	Negative ngoikore -0.0265
Answer 262	-	Pai ngoikore 0.0588	Pai ngoikore 0.0011	Negative ngoikore -0.0179	Pai ngoikore 0.0158	Pai ngoikore 0.0539	Negative ngoikore -0.0147	Negative ngoikore -0.0804
Answer 263	-	Negative ngoikore -0.0084	Negative ngoikore -0.0123	Negative ngoikore -0.0266	Pai ngoikore 0.0003	Negative ngoikore -0.0200	Pai ngoikore 0.0128	Pai ngoikore 0.0446
Answer 264	-	Pai ngoikore 0.0068	Negative ngoikore -0.0074	Pai ngoikore 0.0025	Negative ngoikore -0.0114	Negative ngoikore -0.0621	Pai ngoikore 0.0559	Pai ngoikore 0.0188
Answer 265	-	Negative ngoikore -0.0294	Negative ngoikore -0.0706	Pai ngoikore 0.0101	Negative ngoikore -0.0083	Negative ngoikore -0.0159	Pai ngoikore 0.0914	Pai ngoikore 0.0007
Answer 266	-	Negative ngoikore -0.0583	Negative ngoikore -0.0406	Pai ngoikore 0.0304	Pai ngoikore 0.0600	Pai ngoikore 0.0101	Negative ngoikore -0.1441	Pai ngoikore 0.0897
Te whakaaetanga whaiaro (pehea te whakaae ki a koe, kaore ranei?)
Answer 267	-	Negative ngoikore -0.0469	Negative ngoikore -0.0219	Pai ngoikore 0.0447	Pai ngoikore 0.0967	Negative ngoikore -0.0403	Negative ngoikore -0.1428	Pai ngoikore 0.0664
Answer 268	-	Negative ngoikore -0.0183	Negative ngoikore -0.0458	Negative ngoikore -0.0071	Negative ngoikore -0.0155	Negative ngoikore -0.0099	Pai ngoikore 0.0713	Pai ngoikore 0.0120
Answer 269	-	Pai ngoikore 0.0085	Negative ngoikore -0.0110	Negative ngoikore -0.0250	Pai ngoikore 0.0002	Pai ngoikore 0.0221	Pai ngoikore 0.0002	Pai ngoikore 0.0035
Answer 270	-	Pai ngoikore 0.0029	Pai ngoikore 0.0601	Negative ngoikore -0.0505	Negative ngoikore -0.0374	Pai ngoikore 0.0179	Pai ngoikore 0.0655	Negative ngoikore -0.0291
Answer 271	-	Pai ngoikore 0.0531	Negative ngoikore -0.0032	Negative ngoikore -0.0139	Negative ngoikore -0.0492	Pai ngoikore 0.0237	Pai ngoikore 0.0673	Negative ngoikore -0.0542
Answer 272	-	Pai ngoikore 0.0428	Pai ngoikore 0.0526	Pai ngoikore 0.0126	Negative ngoikore -0.0383	Negative ngoikore -0.0088	Pai ngoikore 0.0521	Negative ngoikore -0.0675
Answer 273	-	Pai ngoikore 0.0360	Pai ngoikore 0.0705	Pai ngoikore 0.0281	Negative ngoikore -0.0659	Pai ngoikore 0.0506	Negative ngoikore -0.0570	Negative ngoikore -0.0281
Te whakaaetanga whaiaro (pehea te whakaae ki a koe, kaore ranei?)
Answer 274	-	Negative ngoikore -0.0017	Pai ngoikore 0.0073	Pai ngoikore 0.0407	Pai ngoikore 0.0657	Negative ngoikore -0.0536	Negative ngoikore -0.1279	Pai ngoikore 0.0538
Answer 275	-	Negative ngoikore -0.0107	Negative ngoikore -0.0342	Pai ngoikore 0.0206	Pai ngoikore 0.0019	Negative ngoikore -0.0270	Pai ngoikore 0.0424	Negative ngoikore -0.0025
Answer 276	-	Negative ngoikore -0.0051	Negative ngoikore -0.0364	Negative ngoikore -0.0024	Pai ngoikore 0.0161	Negative ngoikore -0.0026	Pai ngoikore 0.0154	Pai ngoikore 0.0036
Answer 277	-	Negative ngoikore -0.0228	Negative ngoikore -0.0085	Negative ngoikore -0.0656	Negative ngoikore -0.0382	Pai ngoikore 0.0603	Pai ngoikore 0.0458	Pai ngoikore 0.0177
Answer 278	-	Pai ngoikore 0.0187	Pai ngoikore 0.0213	Negative ngoikore -0.0149	Negative ngoikore -0.0156	Pai ngoikore 0.0274	Pai ngoikore 0.0581	Negative ngoikore -0.0705
Answer 279	-	Pai ngoikore 0.0344	Pai ngoikore 0.0338	Pai ngoikore 0.0080	Negative ngoikore -0.0463	Negative ngoikore -0.0141	Pai ngoikore 0.0263	Negative ngoikore -0.0132
Answer 280	-	Pai ngoikore 0.0178	Pai ngoikore 0.0767	Pai ngoikore 0.0093	Negative ngoikore -0.0259	Pai ngoikore 0.0453	Negative ngoikore -0.0387	Negative ngoikore -0.0509
Te whakaaetanga whaiaro (pehea te whakaae ki a koe, kaore ranei?)
Answer 281	-	Pai ngoikore 0.0476	Pai ngoikore 0.0842	Pai ngoikore 0.0574	Negative ngoikore -0.0492	Pai ngoikore 0.0025	Negative ngoikore -0.0299	Negative ngoikore -0.0621
Answer 282	-	Pai ngoikore 0.0930	Pai ngoikore 0.0329	Negative ngoikore -0.0197	Negative ngoikore -0.0289	Negative ngoikore -0.0008	Pai ngoikore 0.0147	Negative ngoikore -0.0451
Answer 283	-	Pai ngoikore 0.0091	Pai ngoikore 0.0332	Negative ngoikore -0.0054	Pai ngoikore 0.0319	Pai ngoikore 0.0217	Pai ngoikore 0.0163	Negative ngoikore -0.0868
Answer 284	-	Pai ngoikore 0.0041	Pai ngoikore 0.0057	Negative ngoikore -0.0373	Negative ngoikore -0.0210	Pai ngoikore 0.0012	Pai ngoikore 0.0674	Negative ngoikore -0.0125
Answer 285	-	Negative ngoikore -0.0267	Negative ngoikore -0.0432	Pai ngoikore 0.0268	Pai ngoikore 0.0310	Negative ngoikore -0.0566	Pai ngoikore 0.0108	Pai ngoikore 0.0361
Answer 286	-	Negative ngoikore -0.0793	Negative ngoikore -0.0295	Negative ngoikore -0.0507	Pai ngoikore 0.0209	Pai ngoikore 0.0210	Pai ngoikore 0.0416	Pai ngoikore 0.0355
Answer 287	-	Negative ngoikore -0.0370	Negative ngoikore -0.0657	Pai ngoikore 0.0424	Pai ngoikore 0.0139	Pai ngoikore 0.0021	Negative ngoikore -0.1168	Pai ngoikore 0.1114
Te whakaaetanga whaiaro (pehea te whakaae ki a koe, kaore ranei?)
Answer 288	-	Negative ngoikore -0.0405	Pai ngoikore 0.0206	Pai ngoikore 0.0480	Pai ngoikore 0.0533	Negative ngoikore -0.0436	Negative ngoikore -0.1194	Pai ngoikore 0.0590
Answer 289	-	Pai ngoikore 0.0035	Negative ngoikore -0.0837	Negative ngoikore -0.0228	Negative ngoikore -0.0137	Pai ngoikore 0.0210	Pai ngoikore 0.0678	Pai ngoikore 0.0087
Answer 290	-	Negative ngoikore -0.0348	Negative ngoikore -0.0051	Negative ngoikore -0.0134	Negative ngoikore -0.0138	Pai ngoikore 0.0264	Pai ngoikore 0.0553	Negative ngoikore -0.0211
Answer 291	-	Pai ngoikore 0.0873	Pai ngoikore 0.0331	Negative ngoikore -0.0336	Negative ngoikore -0.0376	Negative ngoikore -0.0227	Pai ngoikore 0.0362	Negative ngoikore -0.0221
Answer 292	-	Pai ngoikore 0.0234	Pai ngoikore 0.0296	Negative ngoikore -0.0181	Negative ngoikore -0.0027	Pai ngoikore 0.0418	Pai ngoikore 0.0108	Negative ngoikore -0.0616
Answer 293	-	Pai ngoikore 0.0188	Pai ngoikore 0.0442	Pai ngoikore 0.0151	Pai ngoikore 0.0030	Pai ngoikore 0.0074	Negative ngoikore -0.0157	Negative ngoikore -0.0475
Answer 294	-	Pai ngoikore 0.0192	Pai ngoikore 0.1251	Pai ngoikore 0.0082	Negative ngoikore -0.0703	Pai ngoikore 0.0015	Negative ngoikore -0.0020	Negative ngoikore -0.0301

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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

Kaipupuri Hua SaaS SDTEST®

I whai tohu a Valerii hei kai-whakaako-a-hinengaro i te tau 1993, a, mai i tera wa kua whakamahia e ia ona matauranga ki te whakahaere kaupapa.
I whiwhi a Valerii i te tohu Kaiwhakaako me te tohu kaiwhakahaere kaupapa me te kaupapa i te tau 2013. I te wa o te kaupapa a tona Kaiwhakaako, i mohio ia ki te Mahere Arataki Kaupapa (GPM Deutsche Gesellschaft für Projektmanagement e. V.) me Spiral Dynamics.
Ko Valerii te kaituhi o te tirotiro i te koretake o te V.U.C.A. ariā e whakamahi ana i te Spiral Dynamics me te tatauranga pāngarau i roto i te hinengaro hinengaro, me te 38 pooti o te ao.

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