Characteristic | Pilot 1 | Pilot 2 |
|---|---|---|
Data Collection Date | November 22, 2024 | January 09, 2025 |
Sample Size (N) | 30 | 106 |
Age (Mean +/- SD) | 35.07 +/- 10.41 | 35.35 +/- 13.95 |
Gender - Woman | 11 (36.67%) | 46 (43.4%) |
Gender - Man | 18 (60%) | 60 (56.6%) |
Gender - Other | 1 (3.33%) | 0 (0%) |
SES (1-10) (Mean +/- SD) | 5.66 +/- 2.06 | 5.57 +/- 1.78 |
Political Leaning (1-7) (Mean +/- SD) | 3.63 +/- 1.73 | 3.89 +/- 1.77 |
Race - Black or African American | 10 (33.33%) | 34 (32.08%) |
Race - East Asian | 1 (3.33%) | 3 (2.83%) |
Race - Hispanic or Latina/o/x/e | 0 (0%) | 5 (4.72%) |
Race - Indigenous American, American Indian, or Alaska Native | 0 (0%) | 1 (0.94%) |
Race - Native Hawaiian or other Pacific Islander | 0 (0%) | 1 (0.94%) |
Race - South Asian | 0 (0%) | 2 (1.89%) |
Race - Southeast Asian | 0 (0%) | 1 (0.94%) |
Race - White | 18 (60%) | 50 (47.17%) |
Race - Prefer not to disclose | 0 (0%) | 2 (1.89%) |
Race - Multirace | 1 (3.33%) | 7 (6.6%) |
Faith - Agnostic | 4 (13.33%) | 11 (10.38%) |
Faith - Atheist | 2 (6.67%) | 8 (7.55%) |
Faith - Buddhist | 0 (0%) | 3 (2.83%) |
Faith - Christian | 18 (60%) | 63 (59.43%) |
Faith - Hindu | 0 (0%) | 2 (1.89%) |
Faith - Jewish | 1 (3.33%) | 0 (0%) |
Faith - Muslim | 2 (6.67%) | 2 (1.89%) |
Faith - Other | 2 (6.67%) | 9 (8.49%) |
Faith - Multifaith | 1 (3.33%) | 6 (5.66%) |
Faith - Did not answer | 0 (0%) | 2 (1.89%) |
Supplementary Materials
Pilot Studies
Two pilot studies provided initial evidence for the relationship between religiosity and seeking moral advice from AI chatbots. Pilot 1 (N = 30, November 22, 2024) and Pilot 2 (N = 106, January 09, 2025) recruited participants through Prolific. In both pilot studies, seeking moral guidance from AI chatbots was assessed with the item “How much do you usually seek moral guidance from Chatbot/AI assistant?” (1 = None at all, 5 = A great deal), and self-reported religiosity was measured on a scale of 1 (Not at all) to 4 (Very). Demographic characteristics for the pilot studies are presented below.
Pilot Study Correlations: Self-Reported Religiosity → Seeking Moral Guidance from AI
Study | N | r | t | df | p |
|---|---|---|---|---|---|
Pilot 1 | 30 | 0.58 | 3.75 | 28 | <.001 |
Pilot 2 | 106 | 0.40 | 4.37 | 103 | <.001 |
| Model 1 | Model 2 | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
Study | b | SE | 95% CI LL | 95% CI UL | p | b | SE | 95% CI LL | 95% CI UL | p |
Pilot 1 | 0.59 | 0.16 | 0.27 | 0.91 | < .001 | 0.42 | 0.20 | 0.02 | 0.83 | 0.041 |
Pilot 2 | 0.48 | 0.11 | 0.26 | 0.70 | < .001 | 0.33 | 0.11 | 0.11 | 0.56 | 0.004 |
Sources of Moral Advice
Source Ranking Plots
Frequency of Seeking Moral Advice
Interest in Seeking Moral Advice
Accessibility of Moral Advice Sources (Study 2 Only)
Source Correlation Heatmaps
Frequency of Seeking Moral Advice
Interest in Seeking Moral Advice
Study Variable Correlation Analysis
Correlation Tables
Variable | Frequency of Seeking Moral Advice from AI Chatbots | Interest in Seeking Moral Advice from AI Chatbots | Overall Frequency of Seeking Moral Advice | Overall Interest in Seeking Moral Advice | General Open-Mindedness | Open-Mindedness on Moral Issues | Intellectual Humility (CIHS) | Intellectual Humility (MMIH) | Belief in Moral Objectivity | Perceived Valence of AI Chatbots as Moral Advisors | Perceived Authority of AI Chatbots as Moral Advisors | Self-Reported Religiosity | Religious Behavior Score | Age | Education | Income | Socioeconomic Status | Political Orientation |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Frequency of Seeking Moral Advice from AI Chatbots | — | |||||||||||||||||
Interest in Seeking Moral Advice from AI Chatbots | 0.80*** [0.76, 0.83] | — | ||||||||||||||||
Overall Frequency of Seeking Moral Advice | 0.70*** [0.64, 0.75] | 0.63*** [0.56, 0.69] | — | |||||||||||||||
Overall Interest in Seeking Moral Advice | 0.63*** [0.56, 0.69] | 0.66*** [0.60, 0.72] | 0.88*** [0.86, 0.90] | — | ||||||||||||||
General Open-Mindedness | 0.38*** [0.29, 0.47] | 0.35*** [0.25, 0.44] | 0.47*** [0.38, 0.55] | 0.47*** [0.38, 0.55] | — | |||||||||||||
Open-Mindedness on Moral Issues | 0.33*** [0.23, 0.42] | 0.31*** [0.21, 0.40] | 0.48*** [0.39, 0.56] | 0.52*** [0.44, 0.59] | 0.57*** [0.49, 0.64] | — | ||||||||||||
Intellectual Humility (CIHS) | -0.11* [-0.21, -0.01] | -0.14** [-0.24, -0.04] | -0.15** [-0.25, -0.05] | -0.07 [-0.17, 0.04] | 0.12* [0.02, 0.22] | 0.15** [0.04, 0.25] | — | |||||||||||
Intellectual Humility (MMIH) | -0.27*** [-0.36, -0.17] | -0.30*** [-0.39, -0.20] | -0.29*** [-0.39, -0.19] | -0.23*** [-0.33, -0.13] | -0.05 [-0.16, 0.05] | -0.05 [-0.16, 0.05] | 0.73*** [0.68, 0.78] | — | ||||||||||
Belief in Moral Objectivity | 0.09 [-0.01, 0.19] | 0.07 [-0.03, 0.18] | 0.12* [0.01, 0.22] | 0.13* [0.03, 0.23] | 0.11* [0.00, 0.21] | 0.05 [-0.06, 0.15] | -0.13* [-0.23, -0.02] | -0.19*** [-0.29, -0.09] | — | |||||||||
Perceived Valence of AI Chatbots as Moral Advisors | 0.47*** [0.39, 0.55] | 0.53*** [0.45, 0.60] | 0.35*** [0.25, 0.44] | 0.36*** [0.26, 0.45] | 0.23*** [0.13, 0.33] | 0.19*** [0.09, 0.29] | -0.01 [-0.12, 0.09] | -0.07 [-0.17, 0.04] | 0.08 [-0.03, 0.18] | — | ||||||||
Perceived Authority of AI Chatbots as Moral Advisors | 0.49*** [0.41, 0.57] | 0.56*** [0.48, 0.63] | 0.40*** [0.31, 0.49] | 0.41*** [0.32, 0.49] | 0.25*** [0.15, 0.35] | 0.22*** [0.12, 0.32] | -0.10 [-0.21, 0.00] | -0.18*** [-0.28, -0.08] | 0.11* [0.01, 0.21] | 0.78*** [0.74, 0.82] | — | |||||||
Self-Reported Religiosity | 0.21*** [0.11, 0.31] | 0.18*** [0.08, 0.28] | 0.27*** [0.17, 0.37] | 0.24*** [0.14, 0.34] | 0.14** [0.04, 0.24] | 0.09 [-0.02, 0.19] | -0.08 [-0.19, 0.02] | -0.07 [-0.17, 0.04] | 0.28*** [0.18, 0.38] | 0.16** [0.06, 0.26] | 0.19*** [0.09, 0.29] | — | ||||||
Religious Behavior Score | 0.31*** [0.21, 0.40] | 0.28*** [0.18, 0.37] | 0.37*** [0.27, 0.46] | 0.31*** [0.21, 0.40] | 0.23*** [0.13, 0.33] | 0.15** [0.04, 0.25] | -0.04 [-0.15, 0.06] | -0.06 [-0.16, 0.05] | 0.26*** [0.16, 0.35] | 0.26*** [0.16, 0.35] | 0.26*** [0.16, 0.36] | 0.81*** [0.77, 0.84] | — | |||||
Age | -0.17** [-0.27, -0.07] | -0.16** [-0.26, -0.05] | -0.14** [-0.24, -0.03] | -0.15** [-0.26, -0.05] | -0.18*** [-0.28, -0.07] | -0.26*** [-0.35, -0.16] | 0.03 [-0.07, 0.14] | 0.09 [-0.01, 0.19] | 0.03 [-0.07, 0.14] | 0.05 [-0.05, 0.16] | -0.02 [-0.12, 0.09] | 0.05 [-0.06, 0.15] | 0.09 [-0.02, 0.19] | — | ||||
Education | 0.22*** [0.12, 0.32] | 0.16** [0.06, 0.26] | 0.28*** [0.18, 0.38] | 0.25*** [0.15, 0.35] | 0.27*** [0.17, 0.36] | 0.21*** [0.10, 0.30] | 0.03 [-0.08, 0.13] | -0.01 [-0.12, 0.10] | 0.09 [-0.01, 0.20] | 0.08 [-0.03, 0.18] | 0.08 [-0.02, 0.19] | 0.08 [-0.02, 0.18] | 0.21*** [0.11, 0.31] | 0.15** [0.05, 0.25] | — | |||
Income | 0.10 [-0.01, 0.20] | 0.08 [-0.02, 0.19] | 0.19*** [0.08, 0.29] | 0.16** [0.06, 0.26] | 0.09 [-0.01, 0.20] | 0.04 [-0.07, 0.14] | 0.01 [-0.10, 0.11] | 0.02 [-0.09, 0.12] | 0.03 [-0.08, 0.13] | -0.00 [-0.11, 0.10] | 0.05 [-0.06, 0.15] | 0.10 [-0.01, 0.20] | 0.15** [0.05, 0.25] | 0.02 [-0.08, 0.13] | 0.34*** [0.25, 0.43] | — | ||
Socioeconomic Status | 0.19*** [0.08, 0.29] | 0.22*** [0.12, 0.32] | 0.30*** [0.20, 0.40] | 0.30*** [0.20, 0.39] | 0.20*** [0.10, 0.30] | 0.10 [-0.01, 0.20] | -0.08 [-0.18, 0.03] | -0.10 [-0.20, 0.01] | 0.16** [0.06, 0.26] | 0.08 [-0.02, 0.19] | 0.16** [0.05, 0.26] | 0.24*** [0.13, 0.33] | 0.30*** [0.20, 0.39] | 0.05 [-0.05, 0.16] | 0.42*** [0.33, 0.50] | 0.53*** [0.45, 0.60] | — | |
Political Orientation | 0.11* [0.00, 0.21] | 0.12* [0.01, 0.22] | 0.12* [0.02, 0.23] | 0.09 [-0.02, 0.19] | -0.03 [-0.14, 0.07] | -0.06 [-0.16, 0.05] | -0.17** [-0.27, -0.06] | -0.11* [-0.21, -0.01] | 0.18*** [0.08, 0.28] | 0.14** [0.04, 0.24] | 0.10 [-0.01, 0.20] | 0.49*** [0.41, 0.57] | 0.50*** [0.41, 0.57] | 0.10 [-0.01, 0.20] | 0.06 [-0.05, 0.16] | 0.17** [0.07, 0.27] | 0.22*** [0.12, 0.32] | — |
Variable | Frequency of Seeking Moral Advice from AI Chatbots | Interest in Seeking Moral Advice from AI Chatbots | Access to AI Chatbots as Moral Advisors | Overall Frequency of Seeking Moral Advice | Overall Interest in Seeking Moral Advice | Overall Access to Sources of Moral Advice | Open-Mindedness on Moral Issues | Belief in Moral Objectivity | Perceived Authority of AI Chatbots as Moral Advisors | Tendency to Anthropomorphize AI Chatbots | Fear of Negative Judgement | Self-Reflective Tendencies | Deference to Authority (MFQ-2) | Deference to Authority (MAC-Q) | Self-Reported Religiosity | Religious Behavior Score | Age | Education | Political Orientation | Socioeconomic Status | Income |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Frequency of Seeking Moral Advice from AI Chatbots | — | ||||||||||||||||||||
Interest in Seeking Moral Advice from AI Chatbots | 0.84*** [0.81, 0.87] | — | |||||||||||||||||||
Access to AI Chatbots as Moral Advisors | 0.32*** [0.22, 0.41] | 0.34*** [0.25, 0.43] | — | ||||||||||||||||||
Overall Frequency of Seeking Moral Advice | 0.64*** [0.57, 0.69] | 0.51*** [0.43, 0.59] | 0.20*** [0.10, 0.30] | — | |||||||||||||||||
Overall Interest in Seeking Moral Advice | 0.55*** [0.48, 0.62] | 0.57*** [0.49, 0.63] | 0.24*** [0.14, 0.34] | 0.84*** [0.80, 0.86] | — | ||||||||||||||||
Overall Access to Sources of Moral Advice | 0.23*** [0.13, 0.33] | 0.25*** [0.14, 0.34] | 0.50*** [0.41, 0.57] | 0.44*** [0.35, 0.52] | 0.50*** [0.42, 0.57] | — | |||||||||||||||
Open-Mindedness on Moral Issues | 0.38*** [0.29, 0.47] | 0.36*** [0.27, 0.45] | 0.11* [0.01, 0.22] | 0.47*** [0.38, 0.55] | 0.47*** [0.39, 0.55] | 0.26*** [0.16, 0.36] | — | ||||||||||||||
Belief in Moral Objectivity | 0.14** [0.03, 0.24] | 0.15** [0.05, 0.25] | 0.08 [-0.03, 0.18] | 0.08 [-0.02, 0.19] | 0.10 [-0.00, 0.21] | 0.12* [0.02, 0.22] | 0.02 [-0.08, 0.13] | — | |||||||||||||
Perceived Authority of AI Chatbots as Moral Advisors | 0.64*** [0.57, 0.70] | 0.72*** [0.67, 0.77] | 0.32*** [0.22, 0.41] | 0.39*** [0.30, 0.48] | 0.40*** [0.30, 0.48] | 0.22*** [0.12, 0.32] | 0.31*** [0.21, 0.40] | 0.15** [0.04, 0.25] | — | ||||||||||||
Tendency to Anthropomorphize AI Chatbots | 0.44*** [0.35, 0.52] | 0.49*** [0.41, 0.57] | 0.17** [0.07, 0.28] | 0.31*** [0.21, 0.40] | 0.30*** [0.20, 0.40] | 0.13* [0.02, 0.23] | 0.30*** [0.20, 0.39] | 0.18*** [0.08, 0.28] | 0.57*** [0.49, 0.64] | — | |||||||||||
Fear of Negative Judgement | 0.05 [-0.05, 0.16] | 0.02 [-0.08, 0.13] | 0.04 [-0.07, 0.14] | 0.09 [-0.02, 0.19] | 0.07 [-0.03, 0.18] | -0.06 [-0.17, 0.04] | 0.07 [-0.04, 0.17] | -0.07 [-0.18, 0.03] | -0.03 [-0.13, 0.08] | -0.02 [-0.13, 0.09] | — | ||||||||||
Self-Reflective Tendencies | 0.17** [0.07, 0.27] | 0.20*** [0.10, 0.30] | 0.17** [0.06, 0.27] | 0.24*** [0.13, 0.33] | 0.30*** [0.20, 0.39] | 0.15** [0.05, 0.26] | 0.40*** [0.30, 0.48] | 0.03 [-0.08, 0.13] | 0.14** [0.03, 0.24] | 0.12* [0.02, 0.22] | 0.13* [0.03, 0.23] | — | |||||||||
Deference to Authority (MFQ-2) | 0.32*** [0.22, 0.41] | 0.30*** [0.20, 0.40] | 0.20*** [0.09, 0.30] | 0.35*** [0.25, 0.44] | 0.34*** [0.24, 0.43] | 0.27*** [0.17, 0.36] | 0.17** [0.07, 0.27] | 0.34*** [0.25, 0.43] | 0.27*** [0.17, 0.36] | 0.32*** [0.22, 0.41] | -0.12* [-0.22, -0.02] | 0.04 [-0.06, 0.15] | — | ||||||||
Deference to Authority (MAC-Q) | 0.31*** [0.21, 0.40] | 0.34*** [0.24, 0.43] | 0.16** [0.05, 0.26] | 0.37*** [0.27, 0.45] | 0.38*** [0.28, 0.47] | 0.20*** [0.10, 0.30] | 0.23*** [0.12, 0.32] | 0.21*** [0.11, 0.31] | 0.32*** [0.22, 0.41] | 0.36*** [0.26, 0.45] | 0.03 [-0.08, 0.13] | 0.11* [0.00, 0.21] | 0.64*** [0.57, 0.70] | — | |||||||
Self-Reported Religiosity | 0.27*** [0.17, 0.37] | 0.21*** [0.11, 0.31] | 0.19*** [0.08, 0.29] | 0.32*** [0.22, 0.41] | 0.29*** [0.19, 0.38] | 0.30*** [0.20, 0.40] | 0.08 [-0.02, 0.19] | 0.36*** [0.26, 0.45] | 0.17** [0.07, 0.27] | 0.16** [0.06, 0.26] | -0.06 [-0.16, 0.05] | 0.10 [-0.00, 0.20] | 0.51*** [0.43, 0.58] | 0.28*** [0.18, 0.37] | — | ||||||
Religious Behavior Score | 0.33*** [0.23, 0.42] | 0.23*** [0.13, 0.33] | 0.16** [0.06, 0.26] | 0.37*** [0.27, 0.45] | 0.30*** [0.21, 0.40] | 0.28*** [0.18, 0.37] | 0.12* [0.01, 0.22] | 0.31*** [0.22, 0.41] | 0.17** [0.07, 0.28] | 0.22*** [0.12, 0.32] | -0.06 [-0.16, 0.05] | 0.07 [-0.04, 0.17] | 0.53*** [0.46, 0.61] | 0.32*** [0.23, 0.41] | 0.85*** [0.81, 0.87] | — | |||||
Age | -0.15** [-0.25, -0.05] | -0.09 [-0.19, 0.02] | -0.14** [-0.25, -0.04] | -0.23*** [-0.33, -0.13] | -0.20*** [-0.30, -0.10] | -0.06 [-0.16, 0.05] | -0.20*** [-0.30, -0.10] | 0.10 [-0.00, 0.21] | -0.11* [-0.22, -0.01] | 0.07 [-0.03, 0.18] | -0.30*** [-0.39, -0.20] | -0.15** [-0.25, -0.04] | 0.11* [0.00, 0.21] | 0.01 [-0.09, 0.12] | 0.01 [-0.10, 0.12] | 0.02 [-0.09, 0.12] | — | ||||
Education | 0.12* [0.01, 0.22] | 0.08 [-0.03, 0.18] | 0.03 [-0.07, 0.14] | 0.18*** [0.07, 0.28] | 0.15** [0.05, 0.25] | 0.17** [0.07, 0.27] | 0.05 [-0.05, 0.16] | -0.00 [-0.11, 0.10] | 0.11* [0.01, 0.21] | -0.03 [-0.14, 0.07] | -0.12* [-0.22, -0.01] | 0.02 [-0.09, 0.12] | 0.00 [-0.10, 0.11] | -0.03 [-0.13, 0.08] | 0.06 [-0.04, 0.17] | 0.11* [0.01, 0.21] | 0.01 [-0.10, 0.11] | — | |||
Political Orientation | 0.21*** [0.11, 0.31] | 0.18*** [0.08, 0.28] | 0.08 [-0.03, 0.18] | 0.17** [0.07, 0.27] | 0.11* [0.01, 0.22] | 0.11* [0.01, 0.22] | 0.04 [-0.07, 0.14] | 0.27*** [0.17, 0.37] | 0.20*** [0.09, 0.29] | 0.18*** [0.08, 0.28] | -0.08 [-0.18, 0.03] | -0.08 [-0.18, 0.03] | 0.63*** [0.56, 0.69] | 0.42*** [0.33, 0.51] | 0.46*** [0.38, 0.54] | 0.48*** [0.39, 0.56] | 0.04 [-0.07, 0.14] | 0.02 [-0.09, 0.12] | — | ||
Socioeconomic Status | 0.16** [0.05, 0.26] | 0.10 [-0.01, 0.20] | 0.02 [-0.09, 0.12] | 0.25*** [0.15, 0.35] | 0.20*** [0.09, 0.30] | 0.21*** [0.11, 0.31] | 0.16** [0.06, 0.26] | 0.10 [-0.00, 0.21] | 0.15** [0.04, 0.25] | 0.09 [-0.02, 0.19] | -0.12* [-0.23, -0.02] | 0.06 [-0.04, 0.17] | 0.19*** [0.08, 0.29] | 0.13* [0.03, 0.24] | 0.12* [0.02, 0.23] | 0.21*** [0.11, 0.31] | -0.01 [-0.11, 0.10] | 0.47*** [0.38, 0.55] | 0.18*** [0.08, 0.28] | — | |
Income | 0.10 [-0.01, 0.20] | 0.02 [-0.08, 0.13] | 0.13* [0.03, 0.23] | 0.15** [0.04, 0.25] | 0.13* [0.02, 0.23] | 0.19*** [0.08, 0.29] | 0.10 [-0.00, 0.20] | -0.00 [-0.11, 0.11] | 0.07 [-0.04, 0.17] | -0.02 [-0.13, 0.08] | -0.02 [-0.12, 0.09] | 0.05 [-0.05, 0.16] | 0.06 [-0.04, 0.17] | 0.06 [-0.05, 0.16] | 0.04 [-0.07, 0.14] | 0.12* [0.02, 0.22] | -0.01 [-0.11, 0.10] | 0.44*** [0.35, 0.52] | 0.06 [-0.05, 0.16] | 0.57*** [0.50, 0.64] | — |
Correlation Heatmaps
Correlation Analyses: Predictor → AI Moral Interest
The following analyses examine the two supplementary predictor–outcome relationships not covered in the main body: Religious Behavior Score → Interest and Self-Reported Religiosity → Interest. Correlations are presented with predictor first, then study.
Predictor | Study | N | r | t | df | p |
|---|---|---|---|---|---|---|
Religious Behavior Score | Study 1 | 348 | 0.28 | 5.32 | 346 | <.001 |
Study 2 | 347 | 0.23 | 4.47 | 345 | <.001 | |
Self-Reported Religiosity | Study 1 | 348 | 0.18 | 3.40 | 346 | <.001 |
Study 2 | 347 | 0.21 | 4.07 | 345 | <.001 |
Regression Analyses: Predictor → AI Moral Interest
We report regression analyses for both supplementary outcome models: Religious Behavior Score → Interest and Self-Reported Religiosity → Interest.
Religious Behavior Score → AI Moral Interest
| Model 1 | Model 2 | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
Study | b | SE | 95% CI LL | 95% CI UL | p | b | SE | 95% CI LL | 95% CI UL | p |
Study 1 | 0.27 | 0.05 | 0.17 | 0.37 | < .001 | 0.24 | 0.06 | 0.13 | 0.36 | < .001 |
Study 2 | 0.25 | 0.06 | 0.14 | 0.36 | < .001 | 0.19 | 0.06 | 0.07 | 0.32 | 0.003 |
Self-Reported Religiosity → AI Moral Interest
| Model 1 | Model 2 | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
Study | b | SE | 95% CI LL | 95% CI UL | p | b | SE | 95% CI LL | 95% CI UL | p |
Study 1 | 0.24 | 0.07 | 0.10 | 0.38 | < .001 | 0.18 | 0.08 | 0.02 | 0.33 | 0.027 |
Study 2 | 0.21 | 0.05 | 0.11 | 0.31 | < .001 | 0.15 | 0.06 | 0.04 | 0.27 | 0.008 |
Mediation Analyses
Regression Analyses: Predictor → Mediators
Self-Reported Religiosity → Mediators
The following tables report the regression of Self-Reported Religiosity onto each potential mediator. These results underlie both the Self-Reported Religiosity → Frequency and Self-Reported Religiosity → Interest mediation pathways, as the Religiosity → Mediator path is identical across both.
| Model 1 | Model 2 | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
Study | b | SE | 95% CI LL | 95% CI UL | p | b | SE | 95% CI LL | 95% CI UL | p |
Overall Frequency of Seeking Moral Advice | 0.26 | 0.05 | 0.16 | 0.35 | < .001 | 0.21 | 0.05 | 0.11 | 0.32 | < .001 |
Overall Interest in Seeking Moral Advice | 0.22 | 0.05 | 0.13 | 0.31 | < .001 | 0.19 | 0.05 | 0.09 | 0.29 | < .001 |
General Open-Mindedness | 0.84 | 0.31 | 0.23 | 1.46 | 0.008 | 1.00 | 0.34 | 0.32 | 1.68 | 0.004 |
Open-Mindedness on Moral Issues | 0.94 | 0.57 | -0.18 | 2.05 | 0.099 | 1.36 | 0.62 | 0.14 | 2.57 | 0.029 |
Intellectual Humility (CIHS) | -0.57 | 0.38 | -1.31 | 0.16 | 0.127 | 0.08 | 0.43 | -0.77 | 0.94 | 0.847 |
Intellectual Humility (MMIH) | -0.90 | 0.69 | -2.27 | 0.47 | 0.197 | -0.06 | 0.80 | -1.64 | 1.52 | 0.940 |
Belief in Moral Objectivity | 5.74 | 1.04 | 3.69 | 7.79 | < .001 | 4.65 | 1.22 | 2.26 | 7.05 | < .001 |
Perceived Valence of AI Chatbots as Moral Advisors | 0.17 | 0.05 | 0.06 | 0.28 | 0.002 | 0.10 | 0.06 | -0.02 | 0.23 | 0.104 |
Perceived Authority of AI Chatbots as Moral Advisors | 0.21 | 0.06 | 0.10 | 0.33 | < .001 | 0.17 | 0.07 | 0.04 | 0.31 | 0.012 |
| Model 1 | Model 2 | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
Study | b | SE | 95% CI LL | 95% CI UL | p | b | SE | 95% CI LL | 95% CI UL | p |
Overall Frequency of Seeking Moral Advice | 0.19 | 0.03 | 0.13 | 0.25 | < .001 | 0.17 | 0.03 | 0.11 | 0.23 | < .001 |
Overall Interest in Seeking Moral Advice | 0.17 | 0.03 | 0.11 | 0.23 | < .001 | 0.17 | 0.03 | 0.10 | 0.24 | < .001 |
Open-Mindedness on Moral Issues | 0.64 | 0.42 | -0.18 | 1.46 | 0.126 | 0.59 | 0.46 | -0.32 | 1.49 | 0.204 |
Belief in Moral Objectivity | 0.31 | 0.04 | 0.23 | 0.40 | < .001 | 0.26 | 0.05 | 0.16 | 0.36 | < .001 |
Perceived Authority of AI Chatbots as Moral Advisors | 0.14 | 0.04 | 0.06 | 0.23 | 0.001 | 0.08 | 0.05 | -0.02 | 0.17 | 0.112 |
Tendency to Anthropomorphize AI Chatbots | 0.08 | 0.03 | 0.03 | 0.13 | 0.003 | 0.05 | 0.03 | -0.01 | 0.10 | 0.101 |
Fear of Negative Judgement | -0.33 | 0.30 | -0.91 | 0.26 | 0.272 | -0.13 | 0.32 | -0.75 | 0.50 | 0.692 |
Self-Reflective Tendencies | 0.60 | 0.32 | -0.03 | 1.23 | 0.061 | 1.02 | 0.36 | 0.32 | 1.73 | 0.004 |
Deference to Authority (MFQ-2) | 1.53 | 0.14 | 1.26 | 1.80 | < .001 | 0.84 | 0.13 | 0.58 | 1.10 | < .001 |
Deference to Authority (MAC-Q) | 10.42 | 1.94 | 6.61 | 14.24 | < .001 | 3.98 | 2.06 | -0.08 | 8.04 | 0.055 |
Religious Behavior Score → Mediators
The regression of Religious Behavior Score onto each potential mediator is reported in the main manuscript (Tables 6 and 7). Because the predictor → mediator path is identical regardless of the downstream outcome, those estimates also underlie the Religious Behavior Score → Interest mediation analyses reported below.
Individual Mediation Analyses
Self-Reported Religiosity → Mediator → AI Moral Frequency
| Path a | Path b | Indirect (ab) | Direct c' | Full Model | ||
|---|---|---|---|---|---|---|---|
Mediators | X -> M | M -> Y | Effect | 95% CI LL | 95% CI UL | X -> Y | Proportion |
Overall Frequency of Seeking Moral Advice | 0.26*** | 1.02*** | 0.26*** | 0.16 | 0.37 | 0.03 | 90.54% |
Overall Interest in Seeking Moral Advice | 0.22*** | 0.94*** | 0.21*** | 0.12 | 0.31 | 0.08 | 71.31% |
General Open-Mindedness | 0.84** | 0.08*** | 0.07* | 0.01 | 0.13 | 0.22** | 24.65% |
Open-Mindedness on Moral Issues | 0.94 | 0.04*** | 0.04 | -0.01 | 0.09 | 0.25*** | 13.35% |
Belief in Moral Objectivity | 5.74*** | 0.00 | 0.01 | -0.03 | 0.06 | 0.28*** | 4.71% |
Perceived Valence of AI Chatbots as Moral Advisors | 0.17** | 0.61*** | 0.10** | 0.04 | 0.17 | 0.19** | 35.72% |
Perceived Authority of AI Chatbots as Moral Advisors | 0.21*** | 0.59*** | 0.13*** | 0.06 | 0.20 | 0.16* | 43.59% |
| Path a | Path b | Indirect (ab) | Direct c' | Full Model | ||
|---|---|---|---|---|---|---|---|
Mediators | X -> M | M -> Y | Effect | 95% CI LL | 95% CI UL | X -> Y | Proportion |
Overall Frequency of Seeking Moral Advice | 0.19*** | 1.02*** | 0.19*** | 0.13 | 0.26 | 0.07 | 72.27% |
Overall Interest in Seeking Moral Advice | 0.17*** | 0.85*** | 0.15*** | 0.09 | 0.21 | 0.12** | 54.83% |
Belief in Moral Objectivity | 0.31*** | 0.05 | 0.02 | -0.02 | 0.06 | 0.25*** | 6.22% |
Perceived Authority of AI Chatbots as Moral Advisors | 0.14** | 0.73*** | 0.10*** | 0.04 | 0.17 | 0.16*** | 38.74% |
Tendency to Anthropomorphize AI Chatbots | 0.08** | 0.82*** | 0.06** | 0.02 | 0.11 | 0.20*** | 24.13% |
Self-Reflective Tendencies | 0.60 | 0.02** | 0.01* | 0.00 | 0.03 | 0.25*** | 5.47% |
Deference to Authority (MFQ-2) | 1.53*** | 0.08*** | 0.12*** | 0.06 | 0.18 | 0.15* | 45.11% |
Deference to Authority (MAC-Q) | 10.42*** | 0.01*** | 0.07*** | 0.03 | 0.11 | 0.20*** | 26.25% |
Religious Behavior Score → Mediator → AI Moral Interest
| Path a | Path b | Indirect (ab) | Direct c' | Full Model | ||
|---|---|---|---|---|---|---|---|
Mediators | X -> M | M -> Y | Effect | 95% CI LL | 95% CI UL | X -> Y | Proportion |
Overall Frequency of Seeking Moral Advice | 0.26*** | 0.86*** | 0.22*** | 0.16 | 0.29 | 0.05 | 81.64% |
Overall Interest in Seeking Moral Advice | 0.21*** | 0.94*** | 0.19*** | 0.12 | 0.27 | 0.08 | 71.46% |
General Open-Mindedness | 1.02*** | 0.07*** | 0.07*** | 0.03 | 0.11 | 0.20*** | 25.65% |
Open-Mindedness on Moral Issues | 1.14** | 0.03*** | 0.04** | 0.01 | 0.07 | 0.23*** | 14.71% |
Belief in Moral Objectivity | 3.82*** | 0.00 | 0.00 | -0.03 | 0.03 | 0.27*** | 0.25% |
Perceived Valence of AI Chatbots as Moral Advisors | 0.20*** | 0.64*** | 0.12*** | 0.07 | 0.18 | 0.15** | 46.23% |
Perceived Authority of AI Chatbots as Moral Advisors | 0.21*** | 0.62*** | 0.13*** | 0.08 | 0.19 | 0.14** | 49.59% |
| Path a | Path b | Indirect (ab) | Direct c' | Full Model | ||
|---|---|---|---|---|---|---|---|
Mediators | X -> M | M -> Y | Effect | 95% CI LL | 95% CI UL | X -> Y | Proportion |
Overall Frequency of Seeking Moral Advice | 0.24*** | 0.82*** | 0.20*** | 0.14 | 0.26 | 0.06 | 77.30% |
Overall Interest in Seeking Moral Advice | 0.20*** | 0.89*** | 0.18*** | 0.12 | 0.24 | 0.07 | 70.98% |
Open-Mindedness on Moral Issues | 1.01* | 0.04*** | 0.04* | 0.00 | 0.08 | 0.21*** | 17.09% |
Belief in Moral Objectivity | 0.30*** | 0.10 | 0.03 | -0.01 | 0.07 | 0.22*** | 11.46% |
Perceived Authority of AI Chatbots as Moral Advisors | 0.16** | 0.84*** | 0.13*** | 0.05 | 0.21 | 0.12** | 52.76% |
Tendency to Anthropomorphize AI Chatbots | 0.12*** | 0.93*** | 0.11*** | 0.06 | 0.17 | 0.14** | 44.10% |
Self-Reflective Tendencies | 0.44 | 0.03*** | 0.01 | -0.01 | 0.04 | 0.24*** | 5.29% |
Deference to Authority (MFQ-2) | 1.77*** | 0.08*** | 0.14*** | 0.07 | 0.22 | 0.11 | 56.85% |
Deference to Authority (MAC-Q) | 13.40*** | 0.01*** | 0.10*** | 0.06 | 0.15 | 0.15** | 40.22% |
Self-Reported Religiosity → Mediator → AI Moral Interest
| Path a | Path b | Indirect (ab) | Direct c' | Full Model | ||
|---|---|---|---|---|---|---|---|
Mediators | X -> M | M -> Y | Effect | 95% CI LL | 95% CI UL | X -> Y | Proportion |
Overall Frequency of Seeking Moral Advice | 0.26*** | 0.88*** | 0.23*** | 0.14 | 0.32 | 0.01 | 94.04% |
Overall Interest in Seeking Moral Advice | 0.22*** | 0.97*** | 0.21*** | 0.11 | 0.31 | 0.03 | 88.26% |
General Open-Mindedness | 0.84** | 0.07*** | 0.06** | 0.01 | 0.12 | 0.18** | 26.31% |
Open-Mindedness on Moral Issues | 0.94 | 0.04*** | 0.04 | -0.01 | 0.08 | 0.20** | 14.63% |
Belief in Moral Objectivity | 5.74*** | 0.00 | 0.01 | -0.03 | 0.05 | 0.23** | 3.79% |
Perceived Valence of AI Chatbots as Moral Advisors | 0.17** | 0.67*** | 0.11** | 0.04 | 0.19 | 0.13* | 47.25% |
Perceived Authority of AI Chatbots as Moral Advisors | 0.21*** | 0.65*** | 0.14*** | 0.06 | 0.22 | 0.10 | 58.19% |
| Path a | Path b | Indirect (ab) | Direct c' | Full Model | ||
|---|---|---|---|---|---|---|---|
Mediators | X -> M | M -> Y | Effect | 95% CI LL | 95% CI UL | X -> Y | Proportion |
Overall Frequency of Seeking Moral Advice | 0.19*** | 0.82*** | 0.15*** | 0.10 | 0.22 | 0.05 | 74.37% |
Overall Interest in Seeking Moral Advice | 0.17*** | 0.90*** | 0.15*** | 0.09 | 0.22 | 0.05 | 73.98% |
Belief in Moral Objectivity | 0.31*** | 0.09 | 0.03 | -0.01 | 0.07 | 0.18** | 14.17% |
Perceived Authority of AI Chatbots as Moral Advisors | 0.14** | 0.85*** | 0.12** | 0.05 | 0.19 | 0.09* | 57.63% |
Tendency to Anthropomorphize AI Chatbots | 0.08** | 0.94*** | 0.07** | 0.02 | 0.13 | 0.13** | 35.43% |
Self-Reflective Tendencies | 0.60 | 0.03*** | 0.02* | 0.00 | 0.04 | 0.19*** | 8.46% |
Deference to Authority (MFQ-2) | 1.53*** | 0.08*** | 0.13*** | 0.07 | 0.20 | 0.08 | 62.43% |
Deference to Authority (MAC-Q) | 10.42*** | 0.01*** | 0.08*** | 0.04 | 0.13 | 0.13* | 39.04% |
Parallel Mediation Analyses
To examine the unique contribution of each mediator simultaneously, we estimated parallel mediation models for all three supplementary predictor–outcome combinations using structural equation modeling with the lavaan package in R. For each combination, we included only mediators that significantly predicted the focal predictor (p < .05 in at least one regression model). Specific indirect effects were estimated using 5,000 bootstrap resamples.
Self-Reported Religiosity → AI Moral Frequency — Path Diagrams
Path | b | β | SE | 95% CI LL | 95% CI UL | p |
|---|---|---|---|---|---|---|
Self-Reported Religiosity → Overall Frequency of Seeking Moral Advice | 0.256 | 0.271 | 0.049 | 0.161 | 0.351 | <.001 |
Self-Reported Religiosity → General Open-Mindedness | 0.844 | 0.143 | 0.329 | 0.204 | 1.486 | 0.010 |
Self-Reported Religiosity → Perceived Authority of AI Chatbots as Moral Advisors | 0.215 | 0.193 | 0.062 | 0.093 | 0.336 | <.001 |
Overall Frequency of Seeking Moral Advice → AI Moral Frequency | 0.853 | 0.580 | 0.061 | 0.733 | 0.972 | <.001 |
General Open-Mindedness → AI Moral Frequency | 0.011 | 0.048 | 0.009 | -0.007 | 0.029 | 0.215 |
Perceived Authority of AI Chatbots as Moral Advisors → AI Moral Frequency | 0.310 | 0.249 | 0.057 | 0.196 | 0.422 | <.001 |
Self-Reported Religiosity → AI Moral Frequency (direct) | -0.005 | -0.004 | 0.053 | -0.110 | 0.097 | 0.928 |
Overall Frequency of Seeking Moral Advice ~~ General Open-Mindedness | 5.119 | 0.451 | 0.633 | 3.860 | 6.335 | <.001 |
Overall Frequency of Seeking Moral Advice ~~ Perceived Authority of AI Chatbots as Moral Advisors | 0.791 | 0.372 | 0.124 | 0.547 | 1.031 | <.001 |
General Open-Mindedness ~~ Perceived Authority of AI Chatbots as Moral Advisors | 3.143 | 0.230 | 0.729 | 1.665 | 4.526 | <.001 |
Indirect via Overall Frequency of Seeking Moral Advice | 0.218 | 0.157 | 0.045 | 0.135 | 0.312 | <.001 |
Indirect via General Open-Mindedness | 0.010 | 0.007 | 0.009 | -0.006 | 0.030 | 0.301 |
Indirect via Perceived Authority of AI Chatbots as Moral Advisors | 0.067 | 0.048 | 0.024 | 0.025 | 0.120 | 0.006 |
Total indirect effect | 0.294 | 0.212 | 0.057 | 0.188 | 0.409 | <.001 |
Path | b | β | SE | 95% CI LL | 95% CI UL | p |
|---|---|---|---|---|---|---|
Self-Reported Religiosity → Overall Frequency of Seeking Moral Advice | 0.189 | 0.322 | 0.032 | 0.126 | 0.252 | <.001 |
Self-Reported Religiosity → Perceived Authority of AI Chatbots as Moral Advisors | 0.142 | 0.174 | 0.046 | 0.053 | 0.233 | 0.002 |
Self-Reported Religiosity → Tendency to Anthropomorphize AI Chatbots | 0.078 | 0.162 | 0.028 | 0.025 | 0.133 | 0.005 |
Self-Reported Religiosity → Deference to Authority (MFQ-2) | 1.530 | 0.511 | 0.133 | 1.271 | 1.790 | <.001 |
Overall Frequency of Seeking Moral Advice → AI Moral Frequency | 0.724 | 0.435 | 0.070 | 0.588 | 0.866 | <.001 |
Perceived Authority of AI Chatbots as Moral Advisors → AI Moral Frequency | 0.509 | 0.425 | 0.061 | 0.390 | 0.626 | <.001 |
Tendency to Anthropomorphize AI Chatbots → AI Moral Frequency | 0.107 | 0.053 | 0.094 | -0.076 | 0.296 | 0.254 |
Deference to Authority (MFQ-2) → AI Moral Frequency | 0.004 | 0.013 | 0.014 | -0.023 | 0.031 | 0.758 |
Self-Reported Religiosity → AI Moral Frequency (direct) | 0.042 | 0.043 | 0.042 | -0.042 | 0.125 | 0.316 |
Overall Frequency of Seeking Moral Advice ~~ Perceived Authority of AI Chatbots as Moral Advisors | 0.775 | 0.358 | 0.124 | 0.527 | 1.015 | <.001 |
Overall Frequency of Seeking Moral Advice ~~ Tendency to Anthropomorphize AI Chatbots | 0.353 | 0.274 | 0.075 | 0.204 | 0.502 | <.001 |
Overall Frequency of Seeking Moral Advice ~~ Deference to Authority (MFQ-2) | 1.565 | 0.225 | 0.366 | 0.869 | 2.309 | <.001 |
Perceived Authority of AI Chatbots as Moral Advisors ~~ Tendency to Anthropomorphize AI Chatbots | 1.038 | 0.557 | 0.103 | 0.830 | 1.231 | <.001 |
Perceived Authority of AI Chatbots as Moral Advisors ~~ Deference to Authority (MFQ-2) | 2.114 | 0.210 | 0.574 | 0.969 | 3.251 | <.001 |
Tendency to Anthropomorphize AI Chatbots ~~ Deference to Authority (MFQ-2) | 1.657 | 0.277 | 0.354 | 0.967 | 2.346 | <.001 |
Indirect via Overall Frequency of Seeking Moral Advice | 0.137 | 0.140 | 0.028 | 0.084 | 0.194 | <.001 |
Indirect via Perceived Authority of AI Chatbots as Moral Advisors | 0.072 | 0.074 | 0.025 | 0.026 | 0.123 | 0.003 |
Indirect via Tendency to Anthropomorphize AI Chatbots | 0.008 | 0.009 | 0.009 | -0.006 | 0.028 | 0.326 |
Indirect via Deference to Authority (MFQ-2) | 0.007 | 0.007 | 0.021 | -0.036 | 0.049 | 0.760 |
Total indirect effect | 0.224 | 0.229 | 0.047 | 0.134 | 0.319 | <.001 |
The Study 1 parallel mediation model explained 54.8% of the variance in frequency of seeking moral advice from AI chatbots (R² = 0.548). The total indirect effect was b = 0.294 (95% CI [0.188, 0.409]), with a residual direct effect of b = -0.005 (p =0.928). In Study 2, the model explained 58.7% of the variance (R² = 0.587), with a total indirect effect of b = 0.224 (95% CI [0.134, 0.319]) and a direct effect of b = 0.042 (p =0.316).
Religious Behavior Score → AI Moral Interest — Path Diagrams
Path | b | β | SE | 95% CI LL | 95% CI UL | p |
|---|---|---|---|---|---|---|
Religious Behavior Score → Overall Frequency of Seeking Moral Advice | 0.256 | 0.369 | 0.035 | 0.186 | 0.325 | <.001 |
Religious Behavior Score → General Open-Mindedness | 1.015 | 0.234 | 0.238 | 0.546 | 1.476 | <.001 |
Religious Behavior Score → Perceived Authority of AI Chatbots as Moral Advisors | 0.215 | 0.262 | 0.043 | 0.130 | 0.300 | <.001 |
Overall Frequency of Seeking Moral Advice → AI Moral Interest | 0.651 | 0.461 | 0.066 | 0.522 | 0.780 | <.001 |
General Open-Mindedness → AI Moral Interest | 0.010 | 0.043 | 0.009 | -0.008 | 0.028 | 0.302 |
Perceived Authority of AI Chatbots as Moral Advisors → AI Moral Interest | 0.431 | 0.361 | 0.053 | 0.328 | 0.535 | <.001 |
Religious Behavior Score → AI Moral Interest (direct) | 0.000 | 0.000 | 0.039 | -0.077 | 0.077 | 0.992 |
Overall Frequency of Seeking Moral Advice ~~ General Open-Mindedness | 4.553 | 0.423 | 0.572 | 3.424 | 5.690 | <.001 |
Overall Frequency of Seeking Moral Advice ~~ Perceived Authority of AI Chatbots as Moral Advisors | 0.691 | 0.342 | 0.117 | 0.460 | 0.919 | <.001 |
General Open-Mindedness ~~ Perceived Authority of AI Chatbots as Moral Advisors | 2.671 | 0.202 | 0.711 | 1.252 | 4.022 | <.001 |
Indirect via Overall Frequency of Seeking Moral Advice | 0.167 | 0.170 | 0.029 | 0.114 | 0.229 | <.001 |
Indirect via General Open-Mindedness | 0.010 | 0.010 | 0.010 | -0.008 | 0.033 | 0.344 |
Indirect via Perceived Authority of AI Chatbots as Moral Advisors | 0.093 | 0.094 | 0.022 | 0.054 | 0.140 | <.001 |
Total indirect effect | 0.270 | 0.275 | 0.038 | 0.197 | 0.345 | <.001 |
Path | b | β | SE | 95% CI LL | 95% CI UL | p |
|---|---|---|---|---|---|---|
Religious Behavior Score → Overall Frequency of Seeking Moral Advice | 0.239 | 0.367 | 0.034 | 0.172 | 0.305 | <.001 |
Religious Behavior Score → Open-Mindedness on Moral Issues | 1.008 | 0.117 | 0.466 | 0.101 | 1.924 | 0.030 |
Religious Behavior Score → Perceived Authority of AI Chatbots as Moral Advisors | 0.158 | 0.175 | 0.048 | 0.061 | 0.250 | <.001 |
Religious Behavior Score → Tendency to Anthropomorphize AI Chatbots | 0.120 | 0.223 | 0.030 | 0.062 | 0.177 | <.001 |
Religious Behavior Score → Deference to Authority (MFQ-2) | 1.775 | 0.535 | 0.143 | 1.496 | 2.054 | <.001 |
Overall Frequency of Seeking Moral Advice → AI Moral Interest | 0.380 | 0.229 | 0.075 | 0.235 | 0.532 | <.001 |
Open-Mindedness on Moral Issues → AI Moral Interest | 0.006 | 0.052 | 0.005 | -0.003 | 0.017 | 0.203 |
Perceived Authority of AI Chatbots as Moral Advisors → AI Moral Interest | 0.681 | 0.570 | 0.061 | 0.554 | 0.799 | <.001 |
Tendency to Anthropomorphize AI Chatbots → AI Moral Interest | 0.136 | 0.068 | 0.094 | -0.040 | 0.328 | 0.147 |
Deference to Authority (MFQ-2) → AI Moral Interest | 0.011 | 0.035 | 0.015 | -0.016 | 0.041 | 0.440 |
Religious Behavior Score → AI Moral Interest (direct) | 0.011 | 0.010 | 0.046 | -0.081 | 0.099 | 0.805 |
Overall Frequency of Seeking Moral Advice ~~ Open-Mindedness on Moral Issues | 9.482 | 0.462 | 1.131 | 7.264 | 11.721 | <.001 |
Overall Frequency of Seeking Moral Advice ~~ Perceived Authority of AI Chatbots as Moral Advisors | 0.756 | 0.355 | 0.121 | 0.517 | 0.990 | <.001 |
Overall Frequency of Seeking Moral Advice ~~ Tendency to Anthropomorphize AI Chatbots | 0.312 | 0.249 | 0.075 | 0.166 | 0.461 | <.001 |
Overall Frequency of Seeking Moral Advice ~~ Deference to Authority (MFQ-2) | 1.292 | 0.193 | 0.369 | 0.585 | 2.022 | <.001 |
Open-Mindedness on Moral Issues ~~ Perceived Authority of AI Chatbots as Moral Advisors | 9.002 | 0.298 | 1.661 | 5.758 | 12.269 | <.001 |
Open-Mindedness on Moral Issues ~~ Tendency to Anthropomorphize AI Chatbots | 5.064 | 0.285 | 1.035 | 3.119 | 7.093 | <.001 |
Open-Mindedness on Moral Issues ~~ Deference to Authority (MFQ-2) | 12.305 | 0.129 | 5.509 | 1.380 | 23.007 | 0.026 |
Perceived Authority of AI Chatbots as Moral Advisors ~~ Tendency to Anthropomorphize AI Chatbots | 1.017 | 0.552 | 0.104 | 0.811 | 1.216 | <.001 |
Perceived Authority of AI Chatbots as Moral Advisors ~~ Deference to Authority (MFQ-2) | 2.058 | 0.208 | 0.564 | 0.932 | 3.160 | <.001 |
Tendency to Anthropomorphize AI Chatbots ~~ Deference to Authority (MFQ-2) | 1.398 | 0.241 | 0.345 | 0.728 | 2.080 | <.001 |
Indirect via Overall Frequency of Seeking Moral Advice | 0.091 | 0.084 | 0.022 | 0.051 | 0.140 | <.001 |
Indirect via Open-Mindedness on Moral Issues | 0.007 | 0.006 | 0.006 | -0.003 | 0.021 | 0.298 |
Indirect via Perceived Authority of AI Chatbots as Moral Advisors | 0.108 | 0.100 | 0.033 | 0.042 | 0.173 | 0.001 |
Indirect via Tendency to Anthropomorphize AI Chatbots | 0.016 | 0.015 | 0.012 | -0.004 | 0.044 | 0.180 |
Indirect via Deference to Authority (MFQ-2) | 0.020 | 0.019 | 0.026 | -0.029 | 0.074 | 0.445 |
Total indirect effect | 0.241 | 0.223 | 0.052 | 0.139 | 0.341 | <.001 |
The Study 1 parallel mediation model explained 50.6% of the variance in interest in seeking moral advice from AI chatbots (R² = 0.506). The total indirect effect was b = 0.27 (95% CI [0.197, 0.345]), with a residual direct effect of b = 0 (p =0.992). In Study 2, the model explained 59.5% of the variance (R² = 0.595), with a total indirect effect of b = 0.241 (95% CI [0.139, 0.341]) and a direct effect of b = 0.011 (p =0.805).
Self-Reported Religiosity → AI Moral Interest — Path Diagrams
Path | b | β | SE | 95% CI LL | 95% CI UL | p |
|---|---|---|---|---|---|---|
Self-Reported Religiosity → Overall Frequency of Seeking Moral Advice | 0.256 | 0.271 | 0.049 | 0.160 | 0.350 | <.001 |
Self-Reported Religiosity → General Open-Mindedness | 0.844 | 0.143 | 0.328 | 0.204 | 1.485 | 0.010 |
Self-Reported Religiosity → Perceived Authority of AI Chatbots as Moral Advisors | 0.215 | 0.193 | 0.062 | 0.094 | 0.336 | <.001 |
Overall Frequency of Seeking Moral Advice → AI Moral Interest | 0.659 | 0.467 | 0.066 | 0.532 | 0.789 | <.001 |
General Open-Mindedness → AI Moral Interest | 0.010 | 0.044 | 0.009 | -0.008 | 0.029 | 0.296 |
Perceived Authority of AI Chatbots as Moral Advisors → AI Moral Interest | 0.434 | 0.363 | 0.053 | 0.330 | 0.538 | <.001 |
Self-Reported Religiosity → AI Moral Interest (direct) | -0.030 | -0.023 | 0.050 | -0.129 | 0.066 | 0.548 |
Overall Frequency of Seeking Moral Advice ~~ General Open-Mindedness | 5.119 | 0.451 | 0.635 | 3.860 | 6.338 | <.001 |
Overall Frequency of Seeking Moral Advice ~~ Perceived Authority of AI Chatbots as Moral Advisors | 0.791 | 0.372 | 0.124 | 0.547 | 1.031 | <.001 |
General Open-Mindedness ~~ Perceived Authority of AI Chatbots as Moral Advisors | 3.143 | 0.230 | 0.729 | 1.666 | 4.532 | <.001 |
Indirect via Overall Frequency of Seeking Moral Advice | 0.168 | 0.126 | 0.037 | 0.102 | 0.245 | <.001 |
Indirect via General Open-Mindedness | 0.008 | 0.006 | 0.009 | -0.006 | 0.031 | 0.380 |
Indirect via Perceived Authority of AI Chatbots as Moral Advisors | 0.093 | 0.070 | 0.030 | 0.040 | 0.155 | 0.002 |
Total indirect effect | 0.270 | 0.203 | 0.054 | 0.169 | 0.375 | <.001 |
Path | b | β | SE | 95% CI LL | 95% CI UL | p |
|---|---|---|---|---|---|---|
Self-Reported Religiosity → Overall Frequency of Seeking Moral Advice | 0.189 | 0.322 | 0.032 | 0.126 | 0.252 | <.001 |
Self-Reported Religiosity → Perceived Authority of AI Chatbots as Moral Advisors | 0.142 | 0.174 | 0.046 | 0.053 | 0.233 | 0.002 |
Self-Reported Religiosity → Tendency to Anthropomorphize AI Chatbots | 0.078 | 0.162 | 0.028 | 0.025 | 0.133 | 0.005 |
Self-Reported Religiosity → Deference to Authority (MFQ-2) | 1.530 | 0.511 | 0.133 | 1.269 | 1.790 | <.001 |
Overall Frequency of Seeking Moral Advice → AI Moral Interest | 0.418 | 0.252 | 0.068 | 0.286 | 0.550 | <.001 |
Perceived Authority of AI Chatbots as Moral Advisors → AI Moral Interest | 0.685 | 0.574 | 0.061 | 0.560 | 0.800 | <.001 |
Tendency to Anthropomorphize AI Chatbots → AI Moral Interest | 0.152 | 0.075 | 0.096 | -0.027 | 0.350 | 0.113 |
Deference to Authority (MFQ-2) → AI Moral Interest | 0.012 | 0.037 | 0.014 | -0.015 | 0.039 | 0.394 |
Self-Reported Religiosity → AI Moral Interest (direct) | 0.002 | 0.002 | 0.037 | -0.071 | 0.072 | 0.953 |
Overall Frequency of Seeking Moral Advice ~~ Perceived Authority of AI Chatbots as Moral Advisors | 0.775 | 0.358 | 0.124 | 0.527 | 1.016 | <.001 |
Overall Frequency of Seeking Moral Advice ~~ Tendency to Anthropomorphize AI Chatbots | 0.353 | 0.274 | 0.075 | 0.205 | 0.503 | <.001 |
Overall Frequency of Seeking Moral Advice ~~ Deference to Authority (MFQ-2) | 1.565 | 0.225 | 0.366 | 0.868 | 2.307 | <.001 |
Perceived Authority of AI Chatbots as Moral Advisors ~~ Tendency to Anthropomorphize AI Chatbots | 1.038 | 0.557 | 0.103 | 0.831 | 1.232 | <.001 |
Perceived Authority of AI Chatbots as Moral Advisors ~~ Deference to Authority (MFQ-2) | 2.114 | 0.210 | 0.573 | 0.970 | 3.251 | <.001 |
Tendency to Anthropomorphize AI Chatbots ~~ Deference to Authority (MFQ-2) | 1.657 | 0.277 | 0.354 | 0.978 | 2.346 | <.001 |
Indirect via Overall Frequency of Seeking Moral Advice | 0.079 | 0.081 | 0.019 | 0.045 | 0.122 | <.001 |
Indirect via Perceived Authority of AI Chatbots as Moral Advisors | 0.097 | 0.100 | 0.032 | 0.036 | 0.162 | 0.003 |
Indirect via Tendency to Anthropomorphize AI Chatbots | 0.012 | 0.012 | 0.009 | -0.002 | 0.034 | 0.186 |
Indirect via Deference to Authority (MFQ-2) | 0.018 | 0.019 | 0.022 | -0.022 | 0.061 | 0.401 |
Total indirect effect | 0.206 | 0.212 | 0.047 | 0.115 | 0.297 | <.001 |
The Study 1 parallel mediation model explained 50.7% of the variance in interest in seeking moral advice from AI chatbots (R² = 0.507). The total indirect effect was b = 0.27 (95% CI [0.169, 0.375]), with a residual direct effect of b = -0.03 (p =0.548). In Study 2, the model explained 59.3% of the variance (R² = 0.593), with a total indirect effect of b = 0.206 (95% CI [0.115, 0.297]) and a direct effect of b = 0.002 (p =0.953).
Moderation Analyses
The main body (Question 4) tested whether access to moral advice sources moderates the Religious Behavior Score → frequency relationship. Here we report supplementary moderation analyses for three additional predictor–outcome combinations: Self-Reported Religiosity → Frequency, Religious Behavior Score → Interest, and Self-Reported Religiosity → Interest. For each, we test both AI chatbot access and overall access to non-AI sources as moderators (Study 2 only).
Self-Reported Religiosity × Access → Frequency
Moderator | b | t | df | p |
|---|---|---|---|---|
AI Chatbot Access | 0.01 | 0.40 | 343 | 0.686 |
Overall Source Access | 0.08 | 1.45 | 343 | 0.149 |
AI chatbot access did not significantly moderate the Self-Reported Religiosity → frequency relationship (b = 0.01, t(343) = 0.4, p =0.686). Overall access to non-AI sources did not significantly moderate this relationship (b = 0.08, t(343) = 1.45, p =0.149).
Religious Behavior Score × Access → Interest
Moderator | b | t | df | p |
|---|---|---|---|---|
AI Chatbot Access | 0.04 | 1.19 | 343 | 0.234 |
Overall Source Access | 0.12 | 1.92 | 343 | 0.056 |
AI chatbot access did not significantly moderate the Religious Behavior Score → interest relationship (b = 0.04, t(343) = 1.19, p =0.234). Overall access to non-AI sources did not significantly moderate this relationship (b = 0.12, t(343) = 1.92, p =0.056).
Self-Reported Religiosity × Access → Interest
Moderator | b | t | df | p |
|---|---|---|---|---|
AI Chatbot Access | 0.02 | 0.67 | 343 | 0.501 |
Overall Source Access | 0.09 | 1.60 | 343 | 0.111 |
AI chatbot access did not significantly moderate the Self-Reported Religiosity → interest relationship (b = 0.02, t(343) = 0.67, p =0.501). Overall access to non-AI sources did not significantly moderate this relationship (b = 0.09, t(343) = 1.6, p =0.111).