| Literature DB >> 33959411 |
Peter R Reuter1, Bridget L Forster1.
Abstract
OBJECTIVE: To explore the association between health behaviors and habits of university students and academic achievement. PARTICIPANTS: Six hundred fourteen undergraduate students at a state university in the United States.Entities:
Keywords: Academic performance; Breakfast; College students; Fast food; Grade point average; Healthy eating; Sleep; Student health behavior; Vaping; Working
Year: 2021 PMID: 33959411 PMCID: PMC8054760 DOI: 10.7717/peerj.11107
Source DB: PubMed Journal: PeerJ ISSN: 2167-8359 Impact factor: 2.984
Relationship between different types of behaviors and habits among university students and self-reported current GPA.
Standard Least Squares Model (Restricted Maximum Likelihood Method, REML; individuals as replicates; students’ biological sex used as a random effect).
| Behaviors and Habits | Independent variable | Sample size | Test Results | |
|---|---|---|---|---|
| Sleeping habits | ||||
| Hours of sleep per night | Average number of hours slept per night (categorical data: 4 h or less; 5 h; 6 h; 7 h; 8 h; 9 h; 10 h or more per night) | 614 | DF/DFDen = 6/605.2, F-Ratio = 4.4473, R2 = 0.050 | |
| Average time going to bed | Average time of day going to bed (categorical data: before 8 pm; between 8 pm and 10 pm; between 10 pm and midnight; between midnight and 2 am; after 2 am) | 614 | DF/DFDen = 4/606.2, F-Ratio = 2.5648, R2 = 0.024 | 0.0373 |
| Average wake up time | Average time of day waking up (categorical data: before 6 am; between 6 am and 8 am; between 8 am and 10 am; between 10 am and noon; after noon) | 614 | DF/DFDen = 4/604.1, F-Ratio = 1.0075, R2 = 0.015 | 0.4029 |
| Do you work? | Categorical data (Yes; No) | 614 | DF/DFDen = 1/271.5, F-Ratio = 6.8855, R2 = 0.018 | |
| Average hours worked per week | Average number of hours worked per week (categorical data: [including all students who did not work]; under 5 h; 5-10 h; 10–20 h; 20–30 h; 30–40 h; over 40 h) | 614 | DF/DFDen = 6/565.8, F-Ratio = 3.3642, R2 = 0.041 | |
| Physical activity (aerobic exercise) | Number of days with physical activity of at least 60 min per week (continuous numerical data, range: 0 to 7 days) | 605 | DF/DFDen = 1/597.7, F-Ratio = 5.5449, R2 = 0.019 | |
| Strength training | Number of days per week doing exercises to strengthen or tone muscles (continuous numerical data, range: 0 to 7 days) | 605 | DF/DFDen = 1/599, F-Ratio = 7.9203, R2 = 0.023 | |
| Consumption of vegetables | Number of times vegetables consumed in past 7 days (categorical data: 0 times; 1 to 3 times; 4 to 6 times; 7 to 10 times; 11 times or more) | 614 | DF/DFDen = 4/601.9, F-Ratio = 1.1902, R2 = 0.015 | 0.3139 |
| Consumption of fruit | Number of times fruit consumed in past 7 days (categorical data: 0 times; 1 to 3 times; 4 to 6 times; 7 to 10 times; 11 times or more) | 614 | DF/DFDen = 4/607, F-Ratio = 2.4016, R2 = 0.023 | 0.0488 |
| Consumption of 100% fruit juice | Number of times 100% fruit juice consumed in past 7 days (categorical data: 0 times; 1 to 3 times; 4 to 6 times; 7 to 10 times; 11 times or more) | 614 | DF/DFDen = 4/605.6, F-Ratio = 1.4007, R2 = 0.017 | 0.2322 |
| Consumption of green salad | Number of times green salad consumed in past 7 days (categorical data: 0 times; 1 to 3 times; 4 to 6 times; 7 to 10 times; 11 times or more) | 614 | DF/DFDen = 4/595.3, F-Ratio = 1.3806, R2 = 0.017 | 0.2392 |
| Consumption of milk | Number of glasses of milk consumed in past 7 days (categorical data: 0 times; 1 to 3 times; 4 to 6 times; 7 to 10 times; 11 times or more) | 614 | DF/DFDen = 4/604.7, F-Ratio = 1.9403, R2 = 0.022 | 0.1022 |
| Breakfast consumption | Number of days breakfast eaten in past 7 days (continuous numerical data, range: 0 to 7 days) | 614 | DF/DFDen = 1/611.5, F-Ratio = 34.14167, R2 = 0.062 | |
| Consumption of soda products | Number of times soda consumed in past 7 days (categorical data: 0 times; 1 to 3 times; 4 to 6 times; 7 to 10 times; 11 times or more) | 614 | DF/DFDen = 4/607.1, F-Ratio = 1.3341, R2 = 0.016 | 0.2558 |
| Consumption of diet soda products | Number of times diet soda consumed in past 7 days (categorical data: 0 times; 1 to 3 times; 4 to 6 times; 7 to 10 times; 11 times or more) | 614 | DF/DFDen = 4/607, F-Ratio = 1.4606, R2 = 0.017 | 0.2127 |
| Consumption of energy drinks | Number of times energy drinks consumed in past 7 days (categorical data: 0 times; 1 to 3 times; 4 to 6 times; 7 to 10 times; 11 times or more) | 614 | DF/DFDen = 4/607.2, F-Ratio = 3.4538, R2 = 0.028 | |
| Consumption of sports drinks | Number of times sports drinks consumed in past 7 days (categorical data: 0 times; 1 to 3 times; 4 to 6 times; 7 to 10 times; 11 times or more) | 614 | DF/DFDen = 4/585.2, F-Ratio = 0.5244, R2 = 0.012 | 0.7179 |
| Fast food consumption | Number of times fast food consumed in past 7 days (categorical data: 0 times; 1 to 3 times; 4 to 6 times; 7 to 10 times; 11 times or more) | 614 | DF/DFDen = 4/574, F-Ratio = 5.5176, R2 = 0.040 | |
| Have you ever tried cigarette smoking? | Categorical data (Yes; No) | 614 | DF/DFDen = 1/611.5, F-Ratio = 10.1090, R2 = 0.025 | |
| Do you consider yourself to be a smoker? | Categorical data (Yes; No) | 598 | DF/DFDen = 1/595.9, F-Ratio = 0.0044, R2 = 0.010 | 0.9470 |
| Have you ever used an electronic vaping product? | Categorical data (Yes; No) | 614 | DF/DFDen = 1/609.5, F-Ratio = 8.7670, R2 = 0.022 | |
| Vaping frequency | Number of days electronic vaping product used in the past 7 days (continuous numerical data, range: 0 to 7 days) | 597 | DF/DFDen = 1/587.4, F-Ratio = 0.6937, R2 = 0.018 | 0.6775 |
| Have you ever consumed alcoholic drinks? | Categorical data (Yes; No) | 614 | DF/DFDen = 1/607.4, F-Ratio = 9.5925, R2 = 0.024 | |
| Alcohol consumption | Number of days alcoholic beverages consumed in the past 30 days (categorical data: 0 days; 1 or 2 days; 3 to 5 days; 6 to 9 days; 10 to 19 days; 20 to 29 days) | 614 | DF/DFDen = 5/605.6, F-Ratio = 0.3222, R2 = 0.011 | 0.8997 |
| Have you ever used marijuana? | Categorical data (Yes; No) | 614 | DF/DFDen = 1/611.2, F-Ratio = 14.4449, R2 = 0.030 | |
| Marijuana use frequency | Number of days marijuana used in the past 7 days (continuous numerical data, range: 0 to 7 days) | 614 | DF/DFDen = 1/610.2, F-Ratio = 2.9095, R2 = 0.012 | 0.0886 |
| Pain killer abuse | Number of times prescription pain medication taken without prescription or differently than prescribed (categorical data: 0 times; 1 or 2 times; 3 to 9 times; 10 to 19 times; 20 to 39 times; 40 or more times) | 614 | DF/DFDen = 5/606.1, F-Ratio = 2.2810, R2 = 0.03 | 0.0453 |
| Other drug use | Have you ever used any drugs other than marijuana? (list of examples provided) (categorical data; Yes; No) | 614 | DF/DFDen = 1/611.9, F-Ratio = 0.6341, R2 = 0.009 | 0.4262 |
Notes:
Significant using the Benjamini–Hochberg Procedure.
Figure 1Average number of hours slept per night and average self-reported grade point average (GPA) across all respondents.
Figure 2Average number of hours worked per week and average self-reported grade point average (GPA) across all respondents.
Figure 3Frequency of eating breakfast (measured in number of days that breakfast was eaten in the last week) and average self-reported grade point average (GPA) across all respondents.
Figure 4Fast food consumption (measured as how often fast food was eaten in the last week) and average self-reported grade point average (GPA) across all respondents.