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 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.

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

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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