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Survey Response Breakdown - Survey 156

User ID	Submitted At	Duration	Ideal budget	kl	l2	View Response
2f09bb5e5... 2f09bb5e51e8d72d856f87e148abc7d9	13-07-2026 14:00	143s	[30, 25, 25, 20]	80%	20%	View Response

Survey Response Breakdown - Survey 172

User ID	Submitted At	Duration	Ideal budget	Identity Consistency	Preferred Subject	View Response
2f09bb5e5... 2f09bb5e51e8d72d856f87e148abc7d9	09-02-2026 14:41	N/A	[40, 40, 20]	100%	Education institutes	View Response

Survey Response Breakdown - Survey 179

User ID	Submitted At	Duration	Ideal budget	kl	l2	View Response
2f09bb5e5... 2f09bb5e51e8d72d856f87e148abc7d9	20-07-2026 20:28	92s	[30, 20, 25, 25]	0%	0%	View Response

User ID: 2f09bb5e51e8d72d856f87e148abc7d9

Survey ID: 156

Ideal budget: [30, 25, 25, 20]

⏱️ Response Time: 143s

Survey Summary

Choice	Percentage
kl (Rank)	80%
l2 (Rank)	20%

Pairs List

Pair #1

Original choice: Option 1

Pair Score: 0.14

Score = min(KL advantage, L2 advantage). Advantage = how much better one vector is than the other in each metric. Higher score = clearer choice.

Choice	Option	Type
✓	[55, 15, 15, 15]	kl: {best: -0.13, worst: -0.16}
	[10, 25, 35, 30]	l2: {best: -24.49, worst: -29.15}

Pair #2

Original choice: Option 2

Pair Score: 0.14

Score = min(KL advantage, L2 advantage). Advantage = how much better one vector is than the other in each metric. Higher score = clearer choice.

Choice	Option	Type
✓	[55, 15, 15, 15]	kl: {best: -0.13, worst: -0.16}
	[10, 35, 25, 30]	l2: {best: -24.49, worst: -29.15}

Pair #3

Original choice: Option 1

Pair Score: 0.13

Score = min(KL advantage, L2 advantage). Advantage = how much better one vector is than the other in each metric. Higher score = clearer choice.

Choice	Option	Type
✓	[20, 50, 15, 15]	kl: {best: -0.13, worst: -0.16}
	[10, 35, 25, 30]	l2: {best: -24.49, worst: -29.15}

Pair #4

Original choice: Option 1

Pair Score: 0.13

Score = min(KL advantage, L2 advantage). Advantage = how much better one vector is than the other in each metric. Higher score = clearer choice.

Choice	Option	Type
✓	[20, 15, 50, 15]	kl: {best: -0.13, worst: -0.16}
	[10, 35, 25, 30]	l2: {best: -24.49, worst: -29.15}

Pair #5

Original choice: Option 2

Pair Score: 0.13

Score = min(KL advantage, L2 advantage). Advantage = how much better one vector is than the other in each metric. Higher score = clearer choice.

Choice	Option	Type
✓	[20, 15, 50, 15]	kl: {best: -0.13, worst: -0.16}
	[10, 25, 35, 30]	l2: {best: -24.49, worst: -29.15}

Pair #6

Original choice: Option 2

Pair Score: 0.13

Score = min(KL advantage, L2 advantage). Advantage = how much better one vector is than the other in each metric. Higher score = clearer choice.

Choice	Option	Type
✓	[20, 50, 15, 15]	kl: {best: -0.13, worst: -0.16}
	[10, 25, 35, 30]	l2: {best: -24.49, worst: -29.15}

Pair #7

Original choice: Option 2

Pair Score: 0.13

Score = min(KL advantage, L2 advantage). Advantage = how much better one vector is than the other in each metric. Higher score = clearer choice.

Choice	Option	Type
✓	[20, 50, 20, 10]	kl: {best: -0.14, worst: -0.17}
	[10, 30, 25, 35]	l2: {best: -25.50, worst: -29.15}

Pair #8

Original choice: Option 2

Pair Score: 0.13

Score = min(KL advantage, L2 advantage). Advantage = how much better one vector is than the other in each metric. Higher score = clearer choice.

Choice	Option	Type
	[55, 15, 15, 15]	kl: {best: -0.13, worst: -0.16}
✓	[45, 35, 10, 10]	l2: {best: -25.50, worst: -29.15}

Pair #9

Original choice: Option 2

Pair Score: 0.13

Score = min(KL advantage, L2 advantage). Advantage = how much better one vector is than the other in each metric. Higher score = clearer choice.

Choice	Option	Type
	[20, 50, 15, 15]	kl: {best: -0.13, worst: -0.17}
✓	[10, 25, 40, 25]	l2: {best: -25.50, worst: -29.15}

Pair #10

Original choice: Option 2

Pair Score: 0.13

Score = min(KL advantage, L2 advantage). Advantage = how much better one vector is than the other in each metric. Higher score = clearer choice.

Choice	Option	Type
✓	[55, 15, 15, 15]	kl: {best: -0.13, worst: -0.16}
	[45, 10, 35, 10]	l2: {best: -25.50, worst: -29.15}

Identity Asymmetry Analysis

Identity Consistency: 100.0%

Dominant Preference: Education institutes

Pain Curve

Step	Magnitude	Preferred Subject
1	4	Education institutes
2	8	Education institutes
3	12	Education institutes
4	16	Education institutes
5	20	Education institutes
6	24	Education institutes
7	28	Education institutes
8	32	Education institutes
9	36	Education institutes
10	40	Education institutes

Survey ID: 172

Ideal budget: [40, 40, 20]

⏱️ Response Time: N/A

Pairs List

Pair #1

Original choice: Option 2

Choice	Option	Type
	[36, 44, 20]	מעדיף את סיוע לנזקקים
✓	[44, 36, 20]	מעדיף את מוסדות חינוך

Pair #2

Original choice: Option 2

Choice	Option	Type
	[32, 48, 20]	מעדיף את סיוע לנזקקים
✓	[48, 32, 20]	מעדיף את מוסדות חינוך

Pair #3

Original choice: Option 2

Choice	Option	Type
	[28, 52, 20]	מעדיף את סיוע לנזקקים
✓	[52, 28, 20]	מעדיף את מוסדות חינוך

Pair #4

Original choice: Option 1

Choice	Option	Type
	[24, 56, 20]	מעדיף את סיוע לנזקקים
✓	[56, 24, 20]	מעדיף את מוסדות חינוך

Pair #5

Original choice: Option 1

Choice	Option	Type
	[20, 60, 20]	מעדיף את סיוע לנזקקים
✓	[60, 20, 20]	מעדיף את מוסדות חינוך

Pair #6

Original choice: Option 2

Choice	Option	Type
	[16, 64, 20]	מעדיף את סיוע לנזקקים
✓	[64, 16, 20]	מעדיף את מוסדות חינוך

Pair #7

Original choice: Option 1

Choice	Option	Type
	[12, 68, 20]	מעדיף את סיוע לנזקקים
✓	[68, 12, 20]	מעדיף את מוסדות חינוך

Pair #8

Original choice: Option 1

Choice	Option	Type
	[8, 72, 20]	מעדיף את סיוע לנזקקים
✓	[72, 8, 20]	מעדיף את מוסדות חינוך

Pair #9

Original choice: Option 2

Choice	Option	Type
	[4, 76, 20]	מעדיף את סיוע לנזקקים
✓	[76, 4, 20]	מעדיף את מוסדות חינוך

Pair #10

Original choice: Option 1

Choice	Option	Type
	[0, 80, 20]	מעדיף את סיוע לנזקקים
✓	[80, 0, 20]	מעדיף את מוסדות חינוך

Survey ID: 179

Ideal budget: [30, 20, 25, 25]

⏱️ Response Time: 92s

Survey Summary

Choice	Percentage
kl (Rank)	100%
l2 (Rank)	0%

Pairs List

Pair #1

Original choice: Option 2

Choice	Option	Type
✓	[40, 10, 10, 40]	cosine_similarity: {best: 0.90, worst: 0.86}
	[10, 40, 25, 25]	l1: {best: -40.00, worst: -50.00}

Pair #2

Original choice: Option 1

Choice	Option	Type
✓	[45, 10, 35, 10]	cosine_similarity: {best: 0.90, worst: 0.86}
	[10, 40, 25, 25]	l1: {best: -40.00, worst: -50.00}

Pair #3

Original choice: Option 2

Choice	Option	Type
✓	[45, 10, 10, 35]	cosine_similarity: {best: 0.90, worst: 0.86}
	[10, 40, 25, 25]	l1: {best: -40.00, worst: -50.00}

Pair #4

Original choice: Option 2

Choice	Option	Type
✓	[40, 10, 40, 10]	cosine_similarity: {best: 0.90, worst: 0.86}
	[10, 40, 25, 25]	l1: {best: -40.00, worst: -50.00}

Pair #5

Original choice: Option 2

Choice	Option	Type
✓	[45, 10, 35, 10]	cosine_similarity: {best: 0.90, worst: 0.86}
	[10, 20, 25, 45]	l1: {best: -40.00, worst: -50.00}

Pair #6

Original choice: Option 2

Choice	Option	Type
✓	[45, 10, 10, 35]	cosine_similarity: {best: 0.90, worst: 0.86}
	[10, 20, 25, 45]	l1: {best: -40.00, worst: -50.00}

Pair #7

Original choice: Option 2

Choice	Option	Type
✓	[45, 10, 10, 35]	cosine_similarity: {best: 0.90, worst: 0.86}
	[10, 20, 45, 25]	l1: {best: -40.00, worst: -50.00}

Pair #8

Original choice: Option 1

Choice	Option	Type
✓	[45, 10, 35, 10]	cosine_similarity: {best: 0.90, worst: 0.86}
	[10, 20, 45, 25]	l1: {best: -40.00, worst: -50.00}

Pair #9

Original choice: Option 1

Choice	Option	Type
✓	[40, 10, 10, 40]	cosine_similarity: {best: 0.90, worst: 0.86}
	[10, 20, 45, 25]	l1: {best: -40.00, worst: -50.00}

Pair #10

Original choice: Option 2

Choice	Option	Type
✓	[40, 10, 40, 10]	cosine_similarity: {best: 0.90, worst: 0.86}
	[10, 20, 45, 25]	l1: {best: -40.00, worst: -50.00}