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.

Table 1: Demographic Characteristics of Pilot Studies

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%)

Pilot Study Correlations: Self-Reported Religiosity → Seeking Moral Guidance from AI

Table 2: Pilot Studies: Pearson Correlations Between Self-Reported Religiosity and Seeking Moral Guidance From AI Chatbots

Study

N

r

t

df

p

Pilot 1

30

0.58

3.75

28

<.001

Pilot 2

106

0.40

4.37

103

<.001

Figure 1: Pilot Studies: Self-Reported Religiosity and Seeking Moral Guidance from AI Chatbots
Table 3: Pilot Studies: Self-Reported Religiosity Predicting Seeking Moral Guidance From AI Chatbots

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

Figure 2: Frequency of Seeking Moral Advice by Source

Interest in Seeking Moral Advice

Figure 3: Interest in Seeking Moral Advice by Source

Accessibility of Moral Advice Sources (Study 2 Only)

Figure 4: Study 2: Accessibility of Each Source of Moral Advice

Source Correlation Heatmaps

Frequency of Seeking Moral Advice

Figure 5: Study 1: Correlation Heatmap — Frequency of Seeking Moral Advice Across Sources
Figure 6: Study 2: Correlation Heatmap — Frequency of Seeking Moral Advice Across Sources

Interest in Seeking Moral Advice

Figure 7: Study 1: Correlation Heatmap — Interest in Seeking Moral Advice Across Sources
Figure 8: Study 2: Correlation Heatmap — Interest in Seeking Moral Advice Across Sources

Study Variable Correlation Analysis

Correlation Tables

Table 4: Study 1: Pearson Correlations Between Study Variables

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]

Table 5: Study 2: Pearson Correlations Between Study Variables

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

Figure 9: Study 1: Correlation Heatmap — Study Variables
Figure 10: Study 2: Correlation Heatmap — Study Variables

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.

Table 6: Pearson Correlations Between Religiosity Predictors and Interest in Seeking Moral Advice From AI Chatbots

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

Figure 11: Religious Behavior Score and Self-Reported Religiosity Predicting Interest in Seeking Moral Advice from AI Chatbots

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

Table 7: Religious Behavior Score Predicting Interest in Seeking Moral Advice From AI Chatbots

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

Table 8: Self-Reported Religiosity Predicting Interest in Seeking Moral Advice From AI Chatbots

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.

Table 9: Study 1: Self-Reported Religiosity Predicting Each Mediator

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

Table 10: Study 2: Self-Reported Religiosity Predicting Each Mediator

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

Table 11: Study 1: Mediation — Self-Reported Religiosity → Mediator → AI Moral Frequency

Path a

Path b

Indirect (ab)

Direct c'

Full Model

Mediators

X -> M

M -> Y
(given X)

Effect

95% CI LL

95% CI UL

X -> Y
(given M)

Proportion
Mediated

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%

Table 12: Study 2: Mediation — Self-Reported Religiosity → Mediator → AI Moral Frequency

Path a

Path b

Indirect (ab)

Direct c'

Full Model

Mediators

X -> M

M -> Y
(given X)

Effect

95% CI LL

95% CI UL

X -> Y
(given M)

Proportion
Mediated

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

Table 13: Study 1: Mediation — Religious Behavior Score → Mediator → AI Moral Interest

Path a

Path b

Indirect (ab)

Direct c'

Full Model

Mediators

X -> M

M -> Y
(given X)

Effect

95% CI LL

95% CI UL

X -> Y
(given M)

Proportion
Mediated

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%

Table 14: Study 2: Mediation — Religious Behavior Score → Mediator → AI Moral Interest

Path a

Path b

Indirect (ab)

Direct c'

Full Model

Mediators

X -> M

M -> Y
(given X)

Effect

95% CI LL

95% CI UL

X -> Y
(given M)

Proportion
Mediated

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

Table 15: Study 1: Mediation — Self-Reported Religiosity → Mediator → AI Moral Interest

Path a

Path b

Indirect (ab)

Direct c'

Full Model

Mediators

X -> M

M -> Y
(given X)

Effect

95% CI LL

95% CI UL

X -> Y
(given M)

Proportion
Mediated

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%

Table 16: Study 2: Mediation — Self-Reported Religiosity → Mediator → AI Moral Interest

Path a

Path b

Indirect (ab)

Direct c'

Full Model

Mediators

X -> M

M -> Y
(given X)

Effect

95% CI LL

95% CI UL

X -> Y
(given M)

Proportion
Mediated

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

Figure 12: Study 1: Parallel Mediation — Self-Reported Religiosity → AI Moral Frequency
Table 17: Study 1: Full Parameter Estimates — Self-Reported Religiosity → AI Moral Frequency (Parallel Mediation)

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

Figure 13: Study 2: Parallel Mediation — Self-Reported Religiosity → AI Moral Frequency
Table 18: Study 2: Full Parameter Estimates — Self-Reported Religiosity → AI Moral Frequency (Parallel Mediation)

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 ( = 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 ( = 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

Figure 14: Study 1: Parallel Mediation — Religious Behavior Score → AI Moral Interest
Table 19: Study 1: Full Parameter Estimates — Religious Behavior Score → AI Moral Interest (Parallel Mediation)

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

Figure 15: Study 2: Parallel Mediation — Religious Behavior Score → AI Moral Interest
Table 20: Study 2: Full Parameter Estimates — Religious Behavior Score → AI Moral Interest (Parallel Mediation)

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 ( = 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 ( = 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

Figure 16: Study 1: Parallel Mediation — Self-Reported Religiosity → AI Moral Interest
Table 21: Study 1: Full Parameter Estimates — Self-Reported Religiosity → AI Moral Interest (Parallel Mediation)

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

Figure 17: Study 2: Parallel Mediation — Self-Reported Religiosity → AI Moral Interest
Table 22: Study 2: Full Parameter Estimates — Self-Reported Religiosity → AI Moral Interest (Parallel Mediation)

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 ( = 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 ( = 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

Table 23: Supplementary Moderation: Self-Reported Religiosity × Access → Frequency of Seeking Moral Advice From AI Chatbots

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

Figure 18: Self-Reported Religiosity → Frequency of Seeking Moral Advice From AI Chatbots, Moderated by Access

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

Table 24: Supplementary Moderation: Religious Behavior Score × Access → Interest in Seeking Moral Advice From AI Chatbots

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

Figure 19: Religious Behavior Score → Interest in Seeking Moral Advice From AI Chatbots, Moderated by Access

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

Table 25: Supplementary Moderation: Self-Reported Religiosity × Access → Interest in Seeking Moral Advice From AI Chatbots

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

Figure 20: Self-Reported Religiosity → Interest in Seeking Moral Advice From AI Chatbots, Moderated by Access

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).