Acta Psychologica Sinica ›› 2023, Vol. 55 ›› Issue (6): 1029-1048.doi: 10.3724/SP.J.1041.2023.01029
• Reports of Empirical Studies • Previous Articles
Received:
2021-12-28
Published:
2023-06-25
Online:
2023-03-10
Contact:
ZHU Mengting
E-mail:jocelemy@163.com
Supported by:
MA Jun, ZHU Mengting. (2023). Accept or change your fate: Exploring the Golem effect and underdog effect of underdog expectations. Acta Psychologica Sinica, 55(6), 1029-1048.
variable | M | SD | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1. gender | 0.60 | 0.49 | - | ||||||||||
2. education background | 3.00 | 0.66 | 0.01 | ? | |||||||||
3. age | 1.97 | 0.70 | ?0.15** | ?0.13* | ? | ||||||||
4. length of service | 3.25 | 1.21 | ?0.17** | ?0.14** | 0.72*** | ? | |||||||
5. fixed mindsets | 2.73 | 0.92 | ?0.02 | ?0.04 | 0.03 | ?0.13* | ? | ||||||
6. growth mindsets | 2.83 | 0.75 | ?0.05 | ?0.04 | 0.07 | 0.23*** | ?0.48*** | ? | |||||
7. task focus | 3.78 | 0.97 | 0.04 | 0.08 | 0.15** | 0.26*** | ?0.38*** | 0.52*** | ? | ||||
8. future focus | 3.88 | 0.92 | ?0.13* | ?0.10 | 0.25*** | 0.32*** | ?0.31*** | 0.42*** | 0.39*** | ? | |||
9. underdog expectations | 2.71 | 0.68 | ?0.10* | ?0.04 | 0.10 | ?0.09 | 0.50*** | ?0.50*** | ?0.30*** | ?0.13** | ? | ||
10. feedback-avoiding behavior | 2.97 | 0.86 | 0.04 | 0.11* | ?0.09 | ?0.21*** | 0.49*** | ?0.43*** | ?0.38*** | ?0.51*** | 0.39*** | ? | |
11. desire to prove others wrong | 3.96 | 0.86 | 0.03 | ?0.03 | ?0.10 | ?0.01 | ?0.32*** | 0.38*** | 0.32*** | 0.25*** | ?0.26*** | ?0.31*** | ? |
12. task performance | 3.16 | 0.65 | 0.01 | ?0.01 | 0.06 | 0.20*** | ?0.43*** | 0.53*** | 0.46*** | 0.45*** | ?0.51*** | ?0.51*** | 0.53*** |
Table 1 Descriptive statistics and correlation coefficients between variables
variable | M | SD | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1. gender | 0.60 | 0.49 | - | ||||||||||
2. education background | 3.00 | 0.66 | 0.01 | ? | |||||||||
3. age | 1.97 | 0.70 | ?0.15** | ?0.13* | ? | ||||||||
4. length of service | 3.25 | 1.21 | ?0.17** | ?0.14** | 0.72*** | ? | |||||||
5. fixed mindsets | 2.73 | 0.92 | ?0.02 | ?0.04 | 0.03 | ?0.13* | ? | ||||||
6. growth mindsets | 2.83 | 0.75 | ?0.05 | ?0.04 | 0.07 | 0.23*** | ?0.48*** | ? | |||||
7. task focus | 3.78 | 0.97 | 0.04 | 0.08 | 0.15** | 0.26*** | ?0.38*** | 0.52*** | ? | ||||
8. future focus | 3.88 | 0.92 | ?0.13* | ?0.10 | 0.25*** | 0.32*** | ?0.31*** | 0.42*** | 0.39*** | ? | |||
9. underdog expectations | 2.71 | 0.68 | ?0.10* | ?0.04 | 0.10 | ?0.09 | 0.50*** | ?0.50*** | ?0.30*** | ?0.13** | ? | ||
10. feedback-avoiding behavior | 2.97 | 0.86 | 0.04 | 0.11* | ?0.09 | ?0.21*** | 0.49*** | ?0.43*** | ?0.38*** | ?0.51*** | 0.39*** | ? | |
11. desire to prove others wrong | 3.96 | 0.86 | 0.03 | ?0.03 | ?0.10 | ?0.01 | ?0.32*** | 0.38*** | 0.32*** | 0.25*** | ?0.26*** | ?0.31*** | ? |
12. task performance | 3.16 | 0.65 | 0.01 | ?0.01 | 0.06 | 0.20*** | ?0.43*** | 0.53*** | 0.46*** | 0.45*** | ?0.51*** | ?0.51*** | 0.53*** |
Model | χ2 | df | χ2/df | TLI | CFI | SRMR | RMSEA |
---|---|---|---|---|---|---|---|
one-factor model (FF+TF+UE+FM+GM+FB+PW+TP) | 5264.74 | 594 | 8.86 | 0.41 | 0.44 | 0.14 | 0.15 |
two-factor model (FF+TF+UE+FM+GM+FB+PW、TP) | 5039.63 | 593 | 8.50 | 0.44 | 0.47 | 0.14 | 0.15 |
three-factor model (FF+TF+UE+FM+GM+FB、PW、TP) | 3973.61 | 591 | 6.72 | 0.57 | 0.60 | 0.12 | 0.13 |
four-factor model (FF+TF+UE+FM+GM、FB、PW、TP) | 3228.87 | 588 | 5.49 | 0.66 | 0.69 | 0.13 | 0.12 |
five-factor model (FF+TF+UE+FM、GM、FB、PW、TP) | 2810.03 | 584 | 4.81 | 0.71 | 0.74 | 0.12 | 0.11 |
six-factor model (FF+TF+UE、FM、GM、FB、PW、TP) | 2470.81 | 579 | 4.27 | 0.76 | 0.77 | 0.12 | 0.10 |
seven-factor model (FF+TF、UE、FM、GM、FB、PW、TP) | 1907.96 | 573 | 3.33 | 0.83 | 0.84 | 0.09 | 0.08 |
eight-factor model (FF、TF、UE、FM、GM、FB、PW、TP) | 1054.88 | 566 | 1.86 | 0.94 | 0.94 | 0.05 | 0.05 |
nine-factor model (Eight factors+common method deviation) | 847.94 | 530 | 1.60 | 0.96 | 0.96 | 0.04 | 0.04 |
Table 2 Results of confirmatory factor analysis
Model | χ2 | df | χ2/df | TLI | CFI | SRMR | RMSEA |
---|---|---|---|---|---|---|---|
one-factor model (FF+TF+UE+FM+GM+FB+PW+TP) | 5264.74 | 594 | 8.86 | 0.41 | 0.44 | 0.14 | 0.15 |
two-factor model (FF+TF+UE+FM+GM+FB+PW、TP) | 5039.63 | 593 | 8.50 | 0.44 | 0.47 | 0.14 | 0.15 |
three-factor model (FF+TF+UE+FM+GM+FB、PW、TP) | 3973.61 | 591 | 6.72 | 0.57 | 0.60 | 0.12 | 0.13 |
four-factor model (FF+TF+UE+FM+GM、FB、PW、TP) | 3228.87 | 588 | 5.49 | 0.66 | 0.69 | 0.13 | 0.12 |
five-factor model (FF+TF+UE+FM、GM、FB、PW、TP) | 2810.03 | 584 | 4.81 | 0.71 | 0.74 | 0.12 | 0.11 |
six-factor model (FF+TF+UE、FM、GM、FB、PW、TP) | 2470.81 | 579 | 4.27 | 0.76 | 0.77 | 0.12 | 0.10 |
seven-factor model (FF+TF、UE、FM、GM、FB、PW、TP) | 1907.96 | 573 | 3.33 | 0.83 | 0.84 | 0.09 | 0.08 |
eight-factor model (FF、TF、UE、FM、GM、FB、PW、TP) | 1054.88 | 566 | 1.86 | 0.94 | 0.94 | 0.05 | 0.05 |
nine-factor model (Eight factors+common method deviation) | 847.94 | 530 | 1.60 | 0.96 | 0.96 | 0.04 | 0.04 |
variable | feedback-avoiding behavior | task performance | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | |||||||
β | SE | β | SE | β | SE | β | SE | β | SE | β | SE | |
intercept term | 2.74*** | 0.24 | 2.93*** | 0.04 | 2.61*** | 0.24 | 2.95*** | 0.04 | 3.76*** | 0.22 | 4.05*** | 0.12 |
gender | 0.12 | 0.08 | 0.12 | 0.08 | 0.04 | 0.06 | ||||||
educational background | 0.17** | 0.06 | 0.19** | 0.06 | 0.04 | 0.05 | ||||||
age | ?0.07 | 0.08 | ?0.06 | 0.08 | ?0.06 | 0.06 | ||||||
length of service | ?0.09 | 0.05 | ?0.06 | 0.05 | 0.08* | 0.04 | ||||||
fixed mindsets | 0.34*** | 0.05 | 0.36*** | 0.05 | 0.27*** | 0.05 | 0.29*** | 0.05 | ?0.15*** | 0.04 | ?0.17*** | 0.04 |
feedback-avoiding behavior | ?0.29*** | 0.04 | ?0.30*** | 0.04 | ||||||||
underdog expectations | 0.08 | 0.08 | 0.12 | 0.08 | 0.07 | 0.08 | 0.11 | 0.08 | ||||
fixed mindsets × underdog expectations | 0.21*** | 0.05 | 0.14** | 0.05 | 0.21*** | 0.06 | 0.17** | 0.06 | ||||
task focus | ?0.13** | 0.05 | ?0.16*** | 0.05 | ||||||||
fixed mindsets × task focus | 0.01 | 0.05 | ?0.01 | 0.05 | ||||||||
underdog expectations × task focus | 0.31*** | 0.08 | 0.32*** | 0.08 | ||||||||
fixed mindsets × underdog expectations× task focus | ?0.14** | 0.04 | ?0.12** | 0.04 | ||||||||
R2 | 0.34 | 0.28 | 0.40 | 0.35 | 0.31 | 0.30 | ||||||
ΔR2 | 0.34*** | 0.28*** | 0.40*** | 0.35*** | 0.31*** | 0.30*** | ||||||
F | 23.93*** | 43.99*** | 19.51*** | 25.62*** | 25.47*** | 73.27*** |
Table 3 Summary of regression analysis results (Golem effect test)
variable | feedback-avoiding behavior | task performance | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | |||||||
β | SE | β | SE | β | SE | β | SE | β | SE | β | SE | |
intercept term | 2.74*** | 0.24 | 2.93*** | 0.04 | 2.61*** | 0.24 | 2.95*** | 0.04 | 3.76*** | 0.22 | 4.05*** | 0.12 |
gender | 0.12 | 0.08 | 0.12 | 0.08 | 0.04 | 0.06 | ||||||
educational background | 0.17** | 0.06 | 0.19** | 0.06 | 0.04 | 0.05 | ||||||
age | ?0.07 | 0.08 | ?0.06 | 0.08 | ?0.06 | 0.06 | ||||||
length of service | ?0.09 | 0.05 | ?0.06 | 0.05 | 0.08* | 0.04 | ||||||
fixed mindsets | 0.34*** | 0.05 | 0.36*** | 0.05 | 0.27*** | 0.05 | 0.29*** | 0.05 | ?0.15*** | 0.04 | ?0.17*** | 0.04 |
feedback-avoiding behavior | ?0.29*** | 0.04 | ?0.30*** | 0.04 | ||||||||
underdog expectations | 0.08 | 0.08 | 0.12 | 0.08 | 0.07 | 0.08 | 0.11 | 0.08 | ||||
fixed mindsets × underdog expectations | 0.21*** | 0.05 | 0.14** | 0.05 | 0.21*** | 0.06 | 0.17** | 0.06 | ||||
task focus | ?0.13** | 0.05 | ?0.16*** | 0.05 | ||||||||
fixed mindsets × task focus | 0.01 | 0.05 | ?0.01 | 0.05 | ||||||||
underdog expectations × task focus | 0.31*** | 0.08 | 0.32*** | 0.08 | ||||||||
fixed mindsets × underdog expectations× task focus | ?0.14** | 0.04 | ?0.12** | 0.04 | ||||||||
R2 | 0.34 | 0.28 | 0.40 | 0.35 | 0.31 | 0.30 | ||||||
ΔR2 | 0.34*** | 0.28*** | 0.40*** | 0.35*** | 0.31*** | 0.30*** | ||||||
F | 23.93*** | 43.99*** | 19.51*** | 25.62*** | 25.47*** | 73.27*** |
group | estimates of indirect effects | standard error | 95% CI |
---|---|---|---|
high-level underdog expectations | ?0.18***(?0.16***) | 0.05(0.05) | [?0.31, ?0.10] ([?0.27, ?0.10]) |
low-level underdog expectations | ?0.06** (?0.07**) | 0.02(0.02) | [?0.10, ?0.02] ([?0.12, ?0.04]) |
difference | ?0.12* (?0.09*) | 0.05(0.05) | [?0.26, ?0.05] ([?0.20, ?0.02]) |
Table 4 The moderating effect of underdog expectations on indirect path 1
group | estimates of indirect effects | standard error | 95% CI |
---|---|---|---|
high-level underdog expectations | ?0.18***(?0.16***) | 0.05(0.05) | [?0.31, ?0.10] ([?0.27, ?0.10]) |
low-level underdog expectations | ?0.06** (?0.07**) | 0.02(0.02) | [?0.10, ?0.02] ([?0.12, ?0.04]) |
difference | ?0.12* (?0.09*) | 0.05(0.05) | [?0.26, ?0.05] ([?0.20, ?0.02]) |
task focus | moderation effect amount (p value) underdog expectations × fixed mindsets → feedback-avoiding behavior | moderated mediating effect(CI) underdog expectations × fixed mindsets →feedback-avoiding behavior→ task performance | ||
---|---|---|---|---|
control variables included | without control variables | control variables included | without control variables | |
low | 0.35*** (0.000) | 0.28*** (0.000) | ?0.10*, 95% CI [?0.17, ?0.04] | ?0.08*, 95% CI [?0.14, ?0.04] |
medium | 0.21*** (0.000) | 0.17** (0.003) | ?0.06*, 95% CI [?0.11, ?0.03] | ?0.05*, 95% CI [?0.09, ?0.02] |
high | 0.08 (0.303) | 0.05 (0.523) | ?0.02, 95% CI [?0.08, 0.01] | ?0.01, 95% CI [?0.08, 0.02] |
Table 5 Effects of task focus on the moderation of underdog expectations
task focus | moderation effect amount (p value) underdog expectations × fixed mindsets → feedback-avoiding behavior | moderated mediating effect(CI) underdog expectations × fixed mindsets →feedback-avoiding behavior→ task performance | ||
---|---|---|---|---|
control variables included | without control variables | control variables included | without control variables | |
low | 0.35*** (0.000) | 0.28*** (0.000) | ?0.10*, 95% CI [?0.17, ?0.04] | ?0.08*, 95% CI [?0.14, ?0.04] |
medium | 0.21*** (0.000) | 0.17** (0.003) | ?0.06*, 95% CI [?0.11, ?0.03] | ?0.05*, 95% CI [?0.09, ?0.02] |
high | 0.08 (0.303) | 0.05 (0.523) | ?0.02, 95% CI [?0.08, 0.01] | ?0.01, 95% CI [?0.08, 0.02] |
moderation combination of Golem effect | slope | standard error | t value | p value |
---|---|---|---|---|
low underdog expectations, high task focus | 0.24 | 0.09 | 2.85 | 0.005 |
low underdog expectations, low task focus | 0.08 | 0.10 | 0.79 | 0.433 |
high underdog expectations, high task focus | 0.32 | 0.09 | 3.57 | 0.000 |
high underdog expectations, low task focus | 0.51 | 0.08 | 6.24 | 0.000 |
Table 6 Simple slope estimation of three-term interaction diagrams of task focus, underdog expectations and fixed mindsets
moderation combination of Golem effect | slope | standard error | t value | p value |
---|---|---|---|---|
low underdog expectations, high task focus | 0.24 | 0.09 | 2.85 | 0.005 |
low underdog expectations, low task focus | 0.08 | 0.10 | 0.79 | 0.433 |
high underdog expectations, high task focus | 0.32 | 0.09 | 3.57 | 0.000 |
high underdog expectations, low task focus | 0.51 | 0.08 | 6.24 | 0.000 |
comparison | t value | p value |
---|---|---|
(low-level underdog expectations, high-level task focus) and (low-level underdog expectations, low-level task focus) | 1.85 | 0.064 |
(low-level underdog expectations, high-level task focus) and (high-level underdog expectations, high-level task focus) | 1.03 | 0.303 |
(low-level underdog expectations, high-level task focus) and (high-level underdog expectations, low-level task focus) | 2.38 | 0.018 |
(low-level underdog expectations, low-level task focus) and (high-level underdog expectations, high-level task focus) | 2.25 | 0.025 |
(low-level underdog expectations, low-level task focus) and (high-level underdog expectations, low-level task focus) | 5.50 | 0.000 |
(high-level underdog expectations, high-level task focus) and (high-level underdog expectations, low-level task focus) | ?1.65 | 0.090 |
Table 7 Slope difference test results
comparison | t value | p value |
---|---|---|
(low-level underdog expectations, high-level task focus) and (low-level underdog expectations, low-level task focus) | 1.85 | 0.064 |
(low-level underdog expectations, high-level task focus) and (high-level underdog expectations, high-level task focus) | 1.03 | 0.303 |
(low-level underdog expectations, high-level task focus) and (high-level underdog expectations, low-level task focus) | 2.38 | 0.018 |
(low-level underdog expectations, low-level task focus) and (high-level underdog expectations, high-level task focus) | 2.25 | 0.025 |
(low-level underdog expectations, low-level task focus) and (high-level underdog expectations, low-level task focus) | 5.50 | 0.000 |
(high-level underdog expectations, high-level task focus) and (high-level underdog expectations, low-level task focus) | ?1.65 | 0.090 |
variable | desire to prove others wrong | task performance | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Model 7 | Model 8 | Model 9 | Model 10 | Model 11 | Model 12 | |||||||
β | SE | β | SE | β | SE | β | SE | β | SE | β | SE | |
intercept term | 4.39*** | 0.27 | 4.03*** | 0.05 | 4.60*** | 0.26 | 4.09*** | 0.05 | 2.83*** | 0.17 | 2.03*** | 0.14 |
gender | 0.02 | 0.09 | 0.01 | 0.09 | 0.04 | 0.06 | ||||||
education background | ?0.04 | 0.07 | ?0.06 | 0.07 | 0.03 | 0.04 | ||||||
age | ?0.11 | 0.09 | ?0.11 | 0.09 | ?0.02 | 0.06 | ||||||
length of service | ?0.01 | 0.05 | ?0.04 | 0.05 | 0.08* | 0.03 | ||||||
growth mindsets | 0.40*** | 0.07 | 0.38*** | 0.07 | 0.31*** | 0.07 | 0.30*** | 0.07 | 0.30*** | 0.04 | 0.33*** | 0.04 |
desire to prove others wrong | 0.30*** | 0.04 | 0.29*** | 0.03 | ||||||||
underdog expectations | 0.11 | 0.10 | 0.11 | 0.10 | 0.15 | 0.10 | 0.16 | 0.10 | ||||
growth mindsets × underdog expectations | 0.23** | 0.08 | 0.25*** | 0.07 | 0.30*** | 0.08 | 0.33*** | 0.08 | ||||
future focus | 0.19** | 0.06 | 0.16** | 0.05 | ||||||||
growth mindsets ×future focus | ?0.09 | 0.06 | ?0.08 | 0.06 | ||||||||
underdog expectations × future focus | 0.13 | 0.08 | 0.14 | 0.08 | ||||||||
growth mindsets × underdog expectations × future focus | 0.16* | 0.07 | 0.16* | 0.07 | ||||||||
R2 | 0.19 | 0.18 | 0.24 | 0.35 | 0.42 | 0.40 | ||||||
ΔR2 | 0.19** | 0.18*** | 0.24*** | 0.35*** | 0.42*** | 0.40*** | ||||||
F | 11.28*** | 24.89*** | 9.44*** | 25.62*** | 39.90*** | 28.88*** |
Table 8 Summary of regression analysis results (black horse effect test)
variable | desire to prove others wrong | task performance | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Model 7 | Model 8 | Model 9 | Model 10 | Model 11 | Model 12 | |||||||
β | SE | β | SE | β | SE | β | SE | β | SE | β | SE | |
intercept term | 4.39*** | 0.27 | 4.03*** | 0.05 | 4.60*** | 0.26 | 4.09*** | 0.05 | 2.83*** | 0.17 | 2.03*** | 0.14 |
gender | 0.02 | 0.09 | 0.01 | 0.09 | 0.04 | 0.06 | ||||||
education background | ?0.04 | 0.07 | ?0.06 | 0.07 | 0.03 | 0.04 | ||||||
age | ?0.11 | 0.09 | ?0.11 | 0.09 | ?0.02 | 0.06 | ||||||
length of service | ?0.01 | 0.05 | ?0.04 | 0.05 | 0.08* | 0.03 | ||||||
growth mindsets | 0.40*** | 0.07 | 0.38*** | 0.07 | 0.31*** | 0.07 | 0.30*** | 0.07 | 0.30*** | 0.04 | 0.33*** | 0.04 |
desire to prove others wrong | 0.30*** | 0.04 | 0.29*** | 0.03 | ||||||||
underdog expectations | 0.11 | 0.10 | 0.11 | 0.10 | 0.15 | 0.10 | 0.16 | 0.10 | ||||
growth mindsets × underdog expectations | 0.23** | 0.08 | 0.25*** | 0.07 | 0.30*** | 0.08 | 0.33*** | 0.08 | ||||
future focus | 0.19** | 0.06 | 0.16** | 0.05 | ||||||||
growth mindsets ×future focus | ?0.09 | 0.06 | ?0.08 | 0.06 | ||||||||
underdog expectations × future focus | 0.13 | 0.08 | 0.14 | 0.08 | ||||||||
growth mindsets × underdog expectations × future focus | 0.16* | 0.07 | 0.16* | 0.07 | ||||||||
R2 | 0.19 | 0.18 | 0.24 | 0.35 | 0.42 | 0.40 | ||||||
ΔR2 | 0.19** | 0.18*** | 0.24*** | 0.35*** | 0.42*** | 0.40*** | ||||||
F | 11.28*** | 24.89*** | 9.44*** | 25.62*** | 39.90*** | 28.88*** |
grouping | indirect effect estimates | standard error | 95% CI |
---|---|---|---|
high underdog expectations | 0.16*** (0.15***) | 0.04 (0.04) | [0.10, 0.25] ([0.09, 0.24]) |
low underdog expectations | 0.05 (0.03) | 0.04(0.04) | [?0.02, 0.14] ([?0.04, 0.12]) |
difference | 0.11* (0.12**) | 0.05(0.04) | [0.04, 0.22] ([0.04, 0.22]) |
Table 9 Moderation of indirect pathway 2 by underdog expectations
grouping | indirect effect estimates | standard error | 95% CI |
---|---|---|---|
high underdog expectations | 0.16*** (0.15***) | 0.04 (0.04) | [0.10, 0.25] ([0.09, 0.24]) |
low underdog expectations | 0.05 (0.03) | 0.04(0.04) | [?0.02, 0.14] ([?0.04, 0.12]) |
difference | 0.11* (0.12**) | 0.05(0.04) | [0.04, 0.22] ([0.04, 0.22]) |
future focus | moderation effect(p-value) underdog expectations × growth mindsets → prove others wrong | moderated mediating effect(CI) underdog expectations × growth mindsets →prove others wrong →task performance | ||
---|---|---|---|---|
control variables included | no control variables included | control variables included | no control variables included | |
low | 0.15 (0.080) | 0.18 (0.040) | 0.05 ([?0.01, 0.10]) | 0.05 ([?0.01, 0.11]) |
medium | 0.30*** (0.000) | 0.33*** (0.000) | 0.09 ([0.04, 0.14]) | 0.09 ([0.04, 0.14]) |
high | 0.45*** (0.000) | 0.48*** (0.000) | 0.13 ([0.05, 0.20]) | 0.14 ([0.06, 0.21]) |
Table 10 Future focus impact of the moderating effect on underdog expectations
future focus | moderation effect(p-value) underdog expectations × growth mindsets → prove others wrong | moderated mediating effect(CI) underdog expectations × growth mindsets →prove others wrong →task performance | ||
---|---|---|---|---|
control variables included | no control variables included | control variables included | no control variables included | |
low | 0.15 (0.080) | 0.18 (0.040) | 0.05 ([?0.01, 0.10]) | 0.05 ([?0.01, 0.11]) |
medium | 0.30*** (0.000) | 0.33*** (0.000) | 0.09 ([0.04, 0.14]) | 0.09 ([0.04, 0.14]) |
high | 0.45*** (0.000) | 0.48*** (0.000) | 0.13 ([0.05, 0.20]) | 0.14 ([0.06, 0.21]) |
underdog effects adjustment combination | slope | standard error | t-value | p-value |
---|---|---|---|---|
low-level underdog expectations, high-level future focus | ?0.01 | 0.12 | ?0.82 | 0.415 |
low-level underdog expectations, low-level future focus | 0.25 | 0.11 | 2.27 | 0.024 |
high-level underdog expectations, high-level future focus | 0.55 | 0.12 | 4.43 | 0.000 |
high-level underdog expectations, low-level future focus | 0.49 | 0.10 | 4.99 | 0.000 |
Table 11 Simple slope estimates for the three-way interaction plots future focus, underdog expectations and growth mindsets
underdog effects adjustment combination | slope | standard error | t-value | p-value |
---|---|---|---|---|
low-level underdog expectations, high-level future focus | ?0.01 | 0.12 | ?0.82 | 0.415 |
low-level underdog expectations, low-level future focus | 0.25 | 0.11 | 2.27 | 0.024 |
high-level underdog expectations, high-level future focus | 0.55 | 0.12 | 4.43 | 0.000 |
high-level underdog expectations, low-level future focus | 0.49 | 0.10 | 4.99 | 0.000 |
comparison | t- value | p-value |
---|---|---|
(low-level underdog expectations, high-level future focus) vs. (low-level underdog expectations, low-level future focus) | ?2.53 | 0.012 |
(high-level underdog expectations, high-level future focus) vs. (low-level underdog expectations,high-level future focus) | 4.42 | 0.000 |
(low-level underdog expectations, low-level future focus) vs. (high-level underdog expectations, low-level future focus) | 4.05 | 0.000 |
(low-level underdog expectations, low-level future focus) vs. (high-level underdog expectations, high future focus) | 1.83 | 0.068 |
(low-level underdog expectations, low-level future focus) vs. (high-level underdog expectations, low-level future focus) | 2.07 | 0.039 |
(high-level underdog expectations, high-level future focus) vs. (high-level underdog expectations, low-level future focus) | 0.37 | 0.710 |
Table 12 Results of slope difference test
comparison | t- value | p-value |
---|---|---|
(low-level underdog expectations, high-level future focus) vs. (low-level underdog expectations, low-level future focus) | ?2.53 | 0.012 |
(high-level underdog expectations, high-level future focus) vs. (low-level underdog expectations,high-level future focus) | 4.42 | 0.000 |
(low-level underdog expectations, low-level future focus) vs. (high-level underdog expectations, low-level future focus) | 4.05 | 0.000 |
(low-level underdog expectations, low-level future focus) vs. (high-level underdog expectations, high future focus) | 1.83 | 0.068 |
(low-level underdog expectations, low-level future focus) vs. (high-level underdog expectations, low-level future focus) | 2.07 | 0.039 |
(high-level underdog expectations, high-level future focus) vs. (high-level underdog expectations, low-level future focus) | 0.37 | 0.710 |
variables | M | SD | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1. gender | 0.60 | 0.49 | ? | |||||||||||
2. education | 2.61 | 1.03 | 0.81* | ? | ||||||||||
age | 2.29 | 1.12 | ?0.11** | ?0.11** | ? | |||||||||
4. length of service | 3.46 | 1.33 | ?0.13** | ?0.14*** | 0.77*** | ? | ||||||||
5. fixed mindsets | 2.83 | 0.97 | ?0.02 | ?0.08* | ?0.05 | ?0.09* | 0.82 | |||||||
6. growth mindsets | 3.96 | 0.69 | ?0.02 | 0.11** | 0.14** | 0.21*** | ?0.31*** | 0.81 | ||||||
7. task focus | 3.06 | 0.98 | ?0.03 | 0.14** | 0.22** | 0.31*** | ?0.25*** | 0.42*** | 0.90 | |||||
8. future focus | 3.12 | 0.94 | ?0.05 | ?0.05 | ?0.12** | ?0.15*** | 0.13*** | ?0.32*** | ?0.35*** | 0.87 | ||||
9. underdog expectations | 3.03 | 0.90 | 0.04 | ?0.12** | ?0.16*** | ?0.17*** | 0.14** | ?0.31*** | ?0.21*** | 0.22*** | 0.83 | |||
10. feedback-avoiding behavior. | 1.98 | 0.76 | 0.04 | ?0.07 | ?0.11** | ?0.12** | 0.41*** | ?0.26*** | ?0.37*** | 0.23*** | 0.37*** | 0.89 | ||
11. prove others wrong | 4.11 | 0.63 | ?0.04 | 0.12** | 0.08* | ?0.12** | ?0.21*** | 0.47*** | 0.42*** | ?0.28*** | ?0.29*** | ?0.25*** | 0.83 | |
12. task performance | 3.33 | 1.02 | ?0.09* | 0.02 | 0.19*** | 0.16*** | ?0.18*** | 0.22*** | 0.23*** | ?0.01 | ?0.12** | ?0.37*** | 0.36*** | 0.92 |
Table 13 Descriptive statistics and correlations among variables
variables | M | SD | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1. gender | 0.60 | 0.49 | ? | |||||||||||
2. education | 2.61 | 1.03 | 0.81* | ? | ||||||||||
age | 2.29 | 1.12 | ?0.11** | ?0.11** | ? | |||||||||
4. length of service | 3.46 | 1.33 | ?0.13** | ?0.14*** | 0.77*** | ? | ||||||||
5. fixed mindsets | 2.83 | 0.97 | ?0.02 | ?0.08* | ?0.05 | ?0.09* | 0.82 | |||||||
6. growth mindsets | 3.96 | 0.69 | ?0.02 | 0.11** | 0.14** | 0.21*** | ?0.31*** | 0.81 | ||||||
7. task focus | 3.06 | 0.98 | ?0.03 | 0.14** | 0.22** | 0.31*** | ?0.25*** | 0.42*** | 0.90 | |||||
8. future focus | 3.12 | 0.94 | ?0.05 | ?0.05 | ?0.12** | ?0.15*** | 0.13*** | ?0.32*** | ?0.35*** | 0.87 | ||||
9. underdog expectations | 3.03 | 0.90 | 0.04 | ?0.12** | ?0.16*** | ?0.17*** | 0.14** | ?0.31*** | ?0.21*** | 0.22*** | 0.83 | |||
10. feedback-avoiding behavior. | 1.98 | 0.76 | 0.04 | ?0.07 | ?0.11** | ?0.12** | 0.41*** | ?0.26*** | ?0.37*** | 0.23*** | 0.37*** | 0.89 | ||
11. prove others wrong | 4.11 | 0.63 | ?0.04 | 0.12** | 0.08* | ?0.12** | ?0.21*** | 0.47*** | 0.42*** | ?0.28*** | ?0.29*** | ?0.25*** | 0.83 | |
12. task performance | 3.33 | 1.02 | ?0.09* | 0.02 | 0.19*** | 0.16*** | ?0.18*** | 0.22*** | 0.23*** | ?0.01 | ?0.12** | ?0.37*** | 0.36*** | 0.92 |
group | estimation of indirect effect | standard error | 95% CI |
---|---|---|---|
high underdog expectations | ?0.18*** (?0.21***) | 0.04 (0.05) | [?0.28, ?0.10] ([?0.32, ?0.12]) |
low underdog expectations | ?0.06* (?0.07**) | 0.03 (0.03) | [?0.12, ?0.01] ([?0.14, ?0.01]) |
difference | ?0.12** (?0.14**) | 0.04 (0.05) | [?0.22, ?0.05] ([?0.24, ?0.06]) |
Table 14 Moderation of indirect path one by underdog expectations
group | estimation of indirect effect | standard error | 95% CI |
---|---|---|---|
high underdog expectations | ?0.18*** (?0.21***) | 0.04 (0.05) | [?0.28, ?0.10] ([?0.32, ?0.12]) |
low underdog expectations | ?0.06* (?0.07**) | 0.03 (0.03) | [?0.12, ?0.01] ([?0.14, ?0.01]) |
difference | ?0.12** (?0.14**) | 0.04 (0.05) | [?0.22, ?0.05] ([?0.24, ?0.06]) |
task focus | mediating effect size (p-value) underdog expectations ×fixed mindsets → feedback-avoiding behavior | moderated mediating effect(CI) underdog expectations × fixed mindsets→ feedback-avoiding behavior → task performance | ||
---|---|---|---|---|
contains control variables | without control variables | contains control variables | without control variables | |
low | 0.25*** (0.000) | 0.25*** (0.00) | ?0.11***, 95% ci [?0.18, ?0.04] | ?0.12***, 95% ci [?0.19, ?0.04] |
medium | 0.15** (0.000) | 0.15** (0.00) | ?0.07**, 95% ci [?0.11, ?0.03] | ?0.07**, 95% ci [?0.11, ?0.03] |
high | 0.05 (0.210) | 0.05 (0.19) | ?0.02, 95% ci [?0.06, 0.02] | ?0.02, 95% ci [?0.07, 0.02] |
Table 15 The effect of task focus on the moderating effect of underdog expectations
task focus | mediating effect size (p-value) underdog expectations ×fixed mindsets → feedback-avoiding behavior | moderated mediating effect(CI) underdog expectations × fixed mindsets→ feedback-avoiding behavior → task performance | ||
---|---|---|---|---|
contains control variables | without control variables | contains control variables | without control variables | |
low | 0.25*** (0.000) | 0.25*** (0.00) | ?0.11***, 95% ci [?0.18, ?0.04] | ?0.12***, 95% ci [?0.19, ?0.04] |
medium | 0.15** (0.000) | 0.15** (0.00) | ?0.07**, 95% ci [?0.11, ?0.03] | ?0.07**, 95% ci [?0.11, ?0.03] |
high | 0.05 (0.210) | 0.05 (0.19) | ?0.02, 95% ci [?0.06, 0.02] | ?0.02, 95% ci [?0.07, 0.02] |
comparison | t-value | p-value |
---|---|---|
(low-level underdog expectations, high-level task focus) vs. (low-level underdog expectations, low-level task focus) | ?1.57 | 0.118 |
(high-level underdog expectations, high-level task focus) vs. (low-level underdog expectations, high-level task focus) | 1.23 | 0.219 |
(low-level underdog expectations, low-level task focus) vs. (high-level underdog expectations, low-level task focus) | 8.25 | 0.000 |
(low-level underdog expectations, low-level task focus) vs. (high-level underdog expectations, high-level task focus) | ?0.70 | 0.484 |
(low-level underdog expectations, low-level task focus) vs. (high-level underdog expectations, low-level task focus) | 5.37 | 0.000 |
(high-level underdog expectations, high-level task focus) vs. (high-level underdog expectations, low-level task focus) | ?8.04 | 0.000 |
Table 16 Results of the slope difference test
comparison | t-value | p-value |
---|---|---|
(low-level underdog expectations, high-level task focus) vs. (low-level underdog expectations, low-level task focus) | ?1.57 | 0.118 |
(high-level underdog expectations, high-level task focus) vs. (low-level underdog expectations, high-level task focus) | 1.23 | 0.219 |
(low-level underdog expectations, low-level task focus) vs. (high-level underdog expectations, low-level task focus) | 8.25 | 0.000 |
(low-level underdog expectations, low-level task focus) vs. (high-level underdog expectations, high-level task focus) | ?0.70 | 0.484 |
(low-level underdog expectations, low-level task focus) vs. (high-level underdog expectations, low-level task focus) | 5.37 | 0.000 |
(high-level underdog expectations, high-level task focus) vs. (high-level underdog expectations, low-level task focus) | ?8.04 | 0.000 |
group | indirect effect estimates | standard error | 95% CI |
---|---|---|---|
high-level underdog expectations | 0.25*** (0.28***) | 0.05 (0.05) | [0.15, 0.37] ([0.17, 0.39]) |
low-level underdog expectations | 0.10 (0.10*) | 0.05 (0.05) | [0.02, 0.22] ([0.03, 0.23]) |
group difference | 0.16** (0.17**) | 0.05 (0.05) | [0.07, 0.27] ([0.08, 0.29]) |
Table 17 The adjustment of underdog expectations on indirect path 2
group | indirect effect estimates | standard error | 95% CI |
---|---|---|---|
high-level underdog expectations | 0.25*** (0.28***) | 0.05 (0.05) | [0.15, 0.37] ([0.17, 0.39]) |
low-level underdog expectations | 0.10 (0.10*) | 0.05 (0.05) | [0.02, 0.22] ([0.03, 0.23]) |
group difference | 0.16** (0.17**) | 0.05 (0.05) | [0.07, 0.27] ([0.08, 0.29]) |
future focus | mediating effect size (p-value) underdog expectations × growth mindsets → desire to prove others wrong | moderated mediating effect (CI) underdog expectations × growth mindsets → desire to prove others wrong → task performance | ||
---|---|---|---|---|
contains control variables | without control variables | contains control variables | without control variables | |
low | 0.02 (0.700) | 0.03 (0.650) | 0.01 ([?0.09, 0.09]) | 0.01 ([?0.06, 0.07]) |
medium | 0.13*** (0.000) | 0.13***(0.000) | 0.07 ([0.01, 0.12]) | 0.05 ([0.01, 0.10]) |
high | 0.23*** (0.000) | 0.23***(0.000) | 0.12 ([0.07, 0.17]) | 0.09 ([0.05, 0.15]) |
Table 18 Impact of future focus on the moderating effect of underdog expectations
future focus | mediating effect size (p-value) underdog expectations × growth mindsets → desire to prove others wrong | moderated mediating effect (CI) underdog expectations × growth mindsets → desire to prove others wrong → task performance | ||
---|---|---|---|---|
contains control variables | without control variables | contains control variables | without control variables | |
low | 0.02 (0.700) | 0.03 (0.650) | 0.01 ([?0.09, 0.09]) | 0.01 ([?0.06, 0.07]) |
medium | 0.13*** (0.000) | 0.13***(0.000) | 0.07 ([0.01, 0.12]) | 0.05 ([0.01, 0.10]) |
high | 0.23*** (0.000) | 0.23***(0.000) | 0.12 ([0.07, 0.17]) | 0.09 ([0.05, 0.15]) |
comparison | t- value | p-value |
---|---|---|
(low-level underdog expectations, high-level future focus) vs. (low-level underdog expectations, low-level future focus) | 0.02 | 0.984 |
(high-level underdog expectations, high-level future focus) vs. (low-level underdog expectations, high-level future focus) | 5.50 | 0.000 |
(low-level underdog expectations, low-level future focus) vs. (high-level underdog expectations, low-level future focus) | 0.35 | 0.724 |
(low-level underdog expectations, low-level future focus) vs. (high-level underdog expectations, high-level future focus) | 5.34 | 0.000 |
(low-level underdog expectations, low-level future focus) vs. (high-level underdog expectations, low-level future focus) | 0.39 | 0.699 |
(high-level underdog expectations, high-level future focus) vs. (high-level underdog expectations, low-level future focus) | 3.81 | 0.000 |
Table 19 Results of slope difference test
comparison | t- value | p-value |
---|---|---|
(low-level underdog expectations, high-level future focus) vs. (low-level underdog expectations, low-level future focus) | 0.02 | 0.984 |
(high-level underdog expectations, high-level future focus) vs. (low-level underdog expectations, high-level future focus) | 5.50 | 0.000 |
(low-level underdog expectations, low-level future focus) vs. (high-level underdog expectations, low-level future focus) | 0.35 | 0.724 |
(low-level underdog expectations, low-level future focus) vs. (high-level underdog expectations, high-level future focus) | 5.34 | 0.000 |
(low-level underdog expectations, low-level future focus) vs. (high-level underdog expectations, low-level future focus) | 0.39 | 0.699 |
(high-level underdog expectations, high-level future focus) vs. (high-level underdog expectations, low-level future focus) | 3.81 | 0.000 |
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