{"id":{"repo_id":"emich","oai_identifier":"oai:commons.emich.edu:theses-2121"},"canonical_url":"https://search.dev.ndltd.org/etd/emich/oai:commons.emich.edu:theses-2121","repository":{"repo_id":"emich","name":"Eastern Michigan University","base_url":"https://commons.emich.edu/do/oai/"},"display":{"title":"Predictability of VO<sub>2max</sub> using a commercially available GPS sports watch","abstract":"<p>Using accurate submaximal methodologies to estimate VO<sub>2max</sub> is a convenient alternative to maximal exercise testing. Submaximal testing is practical because it provides a cheaper, more time-efficient method to determine VO<sub>2max</sub> and allows a wider range of individuals to be tested. <strong>Purpose:</strong> The purpose of this study was to examine the predictability of VO<sub>2max</sub> using a GPS sports watch. <strong>Methods:</strong> Thirty participants, 16 males and 14 females between the ages of 18 and 55, volunteered for this study. A total of three separate VO<sub>2max</sub> values were recorded during the study: (a) directly measured VO<sub>2max</sub>, (b) a predicted VO<sub>2max</sub> value based on a 15-minute outdoor run, and (c) an adjusted predicted VO<sub>2max</sub> value based on three subsequent outdoor runs of at least 30 minutes in duration. Participants came to the Running Science Laboratory at Eastern Michigan University (EMU) on two separate occasions. On day one, participants completed a treadmill-based graded exercise test (GXT) to determine VO<sub>2max</sub>. Participants completed the test using a self-selected pace (mph) that was determined during a 3-minute warm-up period. The self-selected pace remained constant throughout the test while the grade increased at a rate of 2% every 2 minutes. On day two, participants arrived at EMU and completed a 15-minute submaximal outdoor run. Participants were fitted with a GPS sports watch, which was used to predict VO<sub>2max</sub> based on subject characteristics (gender, age, height [in], weight [lbs.]), as well as total distance of the run, pace, time (15 minutes), and heart rate (HR) during exercise. Participants were then required to take the watch home and record three additional runs of at least 30 minutes to produce an adjusted predicted VO<sub>2max</sub> value. A two-way (2 fitness groups x 3 VO<sub>2max</sub> time points) repeated measures ANOVA was conducted to determine if there was a significant difference between directly measured VO<sub>2max</sub>, predicted VO<sub>2max</sub>, and adjusted predicted VO<sub>2max</sub>. Participants were placed into two fitness groups determined by directly measured VO<sub>2max</sub> (VO<sub>2max</sub> of greater than [high] or less than [low] 50 ml/kg/min). A one-way repeated measures ANOVA was conducted to determine if a significant difference in recorded VO<sub>2max</sub> values was observed within groups. Statistical significance was determined using a <em>p</em>-value of .05. <strong>Results:</strong> Two participants (two males) were excluded from the analysis due to failing to return for visit two. The remaining 28 participants were 24.71 ± 5.69 years old, had a height of 168.94 ± 6.94 cm, and weighed 67.22 ± 14.85 kg. A statistically significant difference was observed between directly measured (55.09 ± 9.73 ml/kg/min) and predicted VO<sub>2max</sub> (51.75 ± 5.16 ml/kg/min);(<em>p</em>-value < .05), directly measured and adjusted predicted VO<sub>2max</sub> (50.68 ± 5.98 ml/kg/min);(<em>p</em>-value < .001), and predicted and adjusted predicted VO<sub>2max</sub> (<em>p</em>-value < .05). A significant difference was observed in the high VO<sub>2max</sub> group between directly measured and predicted VO<sub>2max</sub> and directly measured and adjusted predicted VO<sub>2max</sub> (<em>p</em>-value < .001). No significant difference was observed between predicted and adjusted predicted VO<sub>2max</sub> in the high VO<sub>2max</sub> group (<em>p</em>-value > .05). No significant difference was observed between values in the low VO<sub>2max</sub> group (<em>p</em>-value > .05). <strong>Conclusion:</strong> Major limitations of this study included participants performing all activities at a self-selected pace and measuring HR using the radial pulse with an optical sensor. A self-selected pace could have led to inaccuracies in VO<sub>2max</sub> prediction as participants may not have performed to their full potential. Future research could enforce stricter pace and distance requirements for additional activity recording to test both anaerobic and aerobic energy systems. Additionally, measuring HR using an optical sensor within the watch at the radial pulse has been shown to underestimate average HR values when compared to HR measurement using a chest strap. While the purpose of this study was to test the predictability of only the GPS sports watch, a lower overall average HR for a given activity could have produced overestimates of VO<sub>2max</sub>.</p>","abstract_html":"&lt;p&gt;Using accurate submaximal methodologies to estimate VO&lt;sub&gt;2max&lt;/sub&gt; is a convenient alternative to maximal exercise testing. Submaximal testing is practical because it provides a cheaper, more time-efficient method to determine VO&lt;sub&gt;2max&lt;/sub&gt; and allows a wider range of individuals to be tested. &lt;strong&gt;Purpose:&lt;/strong&gt; The purpose of this study was to examine the predictability of VO&lt;sub&gt;2max&lt;/sub&gt; using a GPS sports watch. &lt;strong&gt;Methods:&lt;/strong&gt; Thirty participants, 16 males and 14 females between the ages of 18 and 55, volunteered for this study. A total of three separate VO&lt;sub&gt;2max&lt;/sub&gt; values were recorded during the study: (a) directly measured VO&lt;sub&gt;2max&lt;/sub&gt;, (b) a predicted VO&lt;sub&gt;2max&lt;/sub&gt; value based on a 15-minute outdoor run, and (c) an adjusted predicted VO&lt;sub&gt;2max&lt;/sub&gt; value based on three subsequent outdoor runs of at least 30 minutes in duration. Participants came to the Running Science Laboratory at Eastern Michigan University (EMU) on two separate occasions. On day one, participants completed a treadmill-based graded exercise test (GXT) to determine VO&lt;sub&gt;2max&lt;/sub&gt;. Participants completed the test using a self-selected pace (mph) that was determined during a 3-minute warm-up period. The self-selected pace remained constant throughout the test while the grade increased at a rate of 2% every 2 minutes. On day two, participants arrived at EMU and completed a 15-minute submaximal outdoor run. Participants were fitted with a GPS sports watch, which was used to predict VO&lt;sub&gt;2max&lt;/sub&gt; based on subject characteristics (gender, age, height [in], weight [lbs.]), as well as total distance of the run, pace, time (15 minutes), and heart rate (HR) during exercise. Participants were then required to take the watch home and record three additional runs of at least 30 minutes to produce an adjusted predicted VO&lt;sub&gt;2max&lt;/sub&gt; value. A two-way (2 fitness groups x 3 VO&lt;sub&gt;2max&lt;/sub&gt; time points) repeated measures ANOVA was conducted to determine if there was a significant difference between directly measured VO&lt;sub&gt;2max&lt;/sub&gt;, predicted VO&lt;sub&gt;2max&lt;/sub&gt;, and adjusted predicted VO&lt;sub&gt;2max&lt;/sub&gt;. Participants were placed into two fitness groups determined by directly measured VO&lt;sub&gt;2max&lt;/sub&gt; (VO&lt;sub&gt;2max&lt;/sub&gt; of greater than [high] or less than [low] 50 ml/kg/min). A one-way repeated measures ANOVA was conducted to determine if a significant difference in recorded VO&lt;sub&gt;2max&lt;/sub&gt; values was observed within groups. Statistical significance was determined using a &lt;em&gt;p&lt;/em&gt;-value of .05. &lt;strong&gt;Results:&lt;/strong&gt; Two participants (two males) were excluded from the analysis due to failing to return for visit two. The remaining 28 participants were 24.71 ± 5.69 years old, had a height of 168.94 ± 6.94 cm, and weighed 67.22 ± 14.85 kg. A statistically significant difference was observed between directly measured (55.09 ± 9.73 ml/kg/min) and predicted VO&lt;sub&gt;2max&lt;/sub&gt; (51.75 ± 5.16 ml/kg/min);(&lt;em&gt;p&lt;/em&gt;-value &lt; .05), directly measured and adjusted predicted VO&lt;sub&gt;2max&lt;/sub&gt; (50.68 ± 5.98 ml/kg/min);(&lt;em&gt;p&lt;/em&gt;-value &lt; .001), and predicted and adjusted predicted VO&lt;sub&gt;2max&lt;/sub&gt; (&lt;em&gt;p&lt;/em&gt;-value &lt; .05). A significant difference was observed in the high VO&lt;sub&gt;2max&lt;/sub&gt; group between directly measured and predicted VO&lt;sub&gt;2max&lt;/sub&gt; and directly measured and adjusted predicted VO&lt;sub&gt;2max&lt;/sub&gt; (&lt;em&gt;p&lt;/em&gt;-value &lt; .001). No significant difference was observed between predicted and adjusted predicted VO&lt;sub&gt;2max&lt;/sub&gt; in the high VO&lt;sub&gt;2max&lt;/sub&gt; group (&lt;em&gt;p&lt;/em&gt;-value &gt; .05). No significant difference was observed between values in the low VO&lt;sub&gt;2max&lt;/sub&gt; group (&lt;em&gt;p&lt;/em&gt;-value &gt; .05). &lt;strong&gt;Conclusion:&lt;/strong&gt; Major limitations of this study included participants performing all activities at a self-selected pace and measuring HR using the radial pulse with an optical sensor. A self-selected pace could have led to inaccuracies in VO&lt;sub&gt;2max&lt;/sub&gt; prediction as participants may not have performed to their full potential. Future research could enforce stricter pace and distance requirements for additional activity recording to test both anaerobic and aerobic energy systems. Additionally, measuring HR using an optical sensor within the watch at the radial pulse has been shown to underestimate average HR values when compared to HR measurement using a chest strap. While the purpose of this study was to test the predictability of only the GPS sports watch, a lower overall average HR for a given activity could have produced overestimates of VO&lt;sub&gt;2max&lt;/sub&gt;.&lt;/p&gt;","abstract_has_math":false,"creators":["Pearson, Andrew"],"institution":null,"degree_name":"Master of Science (MS)","degree_level":"Open Access Thesis","degree_discipline":"Health Promotion and Human Performance","degree_department":null,"school":null,"contributors":["Rebecca Moore, PhD, Chair","Christopher Herman, PhD","Jeff Schulz, PhD"],"advisors":[],"committee_chairs":[],"committee_members":[],"year":2017,"date_issued":"2017-01-01T08:00:00Z","date_published":"2017-01-01T08:00:00Z","updated_at":"2026-07-24T02:17:13Z","subjects":["Exercise testing","GPS","Physical activity","Predictability","Sports watch","VO2max","Medicine and Health Sciences"],"languages":[],"rights":[],"rights_urls":[],"identifier_entries":[]},"links":{"outbound_url":"https://commons.emich.edu/theses/742","outbound_label":"Repository record","outbound_source":"dc:identifier"},"metadata_groups":[{"id":"people","label":"People","entries":[{"key":"dc:contributor","label":"Contributor","values":["Rebecca Moore, PhD, Chair","Christopher Herman, PhD","Jeff Schulz, PhD"]},{"key":"dc:creator","label":"Author","values":["Pearson, Andrew"]}]},{"id":"academic_context","label":"Academic Context","entries":[{"key":"dc:date.available","label":"Dc Date Available","values":["2018-01-11T08:00:00Z"]},{"key":"thesis:degree_discipline","label":"Discipline","values":["Health Promotion and Human Performance"]},{"key":"thesis:degree_level","label":"Degree Level","values":["Open Access Thesis"]},{"key":"thesis:degree_name","label":"Degree Name","values":["Master of Science (MS)"]}]},{"id":"subjects_keywords","label":"Subjects and Keywords","entries":[{"key":"dc:subject","label":"Dc Subject","values":["Exercise testing","GPS","Physical activity","Predictability","Sports watch","VO2max","Medicine and Health Sciences"]}]},{"id":"identifiers","label":"Identifiers","entries":[{"key":"dc:identifier","label":"Identifier","values":["https://commons.emich.edu/theses/742"]}]},{"id":"additional","label":"Additional Metadata","entries":[{"key":"dc:description.abstract","label":"Abstract","values":["<p>Using accurate submaximal methodologies to estimate VO<sub>2max</sub> is a convenient alternative to maximal exercise testing. Submaximal testing is practical because it provides a cheaper, more time-efficient method to determine VO<sub>2max</sub> and allows a wider range of individuals to be tested. <strong>Purpose:</strong> The purpose of this study was to examine the predictability of VO<sub>2max</sub> using a GPS sports watch. <strong>Methods:</strong> Thirty participants, 16 males and 14 females between the ages of 18 and 55, volunteered for this study. A total of three separate VO<sub>2max</sub> values were recorded during the study: (a) directly measured VO<sub>2max</sub>, (b) a predicted VO<sub>2max</sub> value based on a 15-minute outdoor run, and (c) an adjusted predicted VO<sub>2max</sub> value based on three subsequent outdoor runs of at least 30 minutes in duration. Participants came to the Running Science Laboratory at Eastern Michigan University (EMU) on two separate occasions. On day one, participants completed a treadmill-based graded exercise test (GXT) to determine VO<sub>2max</sub>. Participants completed the test using a self-selected pace (mph) that was determined during a 3-minute warm-up period. The self-selected pace remained constant throughout the test while the grade increased at a rate of 2% every 2 minutes. On day two, participants arrived at EMU and completed a 15-minute submaximal outdoor run. Participants were fitted with a GPS sports watch, which was used to predict VO<sub>2max</sub> based on subject characteristics (gender, age, height [in], weight [lbs.]), as well as total distance of the run, pace, time (15 minutes), and heart rate (HR) during exercise. Participants were then required to take the watch home and record three additional runs of at least 30 minutes to produce an adjusted predicted VO<sub>2max</sub> value. A two-way (2 fitness groups x 3 VO<sub>2max</sub> time points) repeated measures ANOVA was conducted to determine if there was a significant difference between directly measured VO<sub>2max</sub>, predicted VO<sub>2max</sub>, and adjusted predicted VO<sub>2max</sub>. Participants were placed into two fitness groups determined by directly measured VO<sub>2max</sub> (VO<sub>2max</sub> of greater than [high] or less than [low] 50 ml/kg/min). A one-way repeated measures ANOVA was conducted to determine if a significant difference in recorded VO<sub>2max</sub> values was observed within groups. Statistical significance was determined using a <em>p</em>-value of .05. <strong>Results:</strong> Two participants (two males) were excluded from the analysis due to failing to return for visit two. The remaining 28 participants were 24.71 ± 5.69 years old, had a height of 168.94 ± 6.94 cm, and weighed 67.22 ± 14.85 kg. A statistically significant difference was observed between directly measured (55.09 ± 9.73 ml/kg/min) and predicted VO<sub>2max</sub> (51.75 ± 5.16 ml/kg/min);(<em>p</em>-value < .05), directly measured and adjusted predicted VO<sub>2max</sub> (50.68 ± 5.98 ml/kg/min);(<em>p</em>-value < .001), and predicted and adjusted predicted VO<sub>2max</sub> (<em>p</em>-value < .05). A significant difference was observed in the high VO<sub>2max</sub> group between directly measured and predicted VO<sub>2max</sub> and directly measured and adjusted predicted VO<sub>2max</sub> (<em>p</em>-value < .001). No significant difference was observed between predicted and adjusted predicted VO<sub>2max</sub> in the high VO<sub>2max</sub> group (<em>p</em>-value > .05). No significant difference was observed between values in the low VO<sub>2max</sub> group (<em>p</em>-value > .05). <strong>Conclusion:</strong> Major limitations of this study included participants performing all activities at a self-selected pace and measuring HR using the radial pulse with an optical sensor. A self-selected pace could have led to inaccuracies in VO<sub>2max</sub> prediction as participants may not have performed to their full potential. Future research could enforce stricter pace and distance requirements for additional activity recording to test both anaerobic and aerobic energy systems. Additionally, measuring HR using an optical sensor within the watch at the radial pulse has been shown to underestimate average HR values when compared to HR measurement using a chest strap. While the purpose of this study was to test the predictability of only the GPS sports watch, a lower overall average HR for a given activity could have produced overestimates of VO<sub>2max</sub>.</p>"]},{"key":"dc:title","label":"Title","values":["Predictability of VO<sub>2max</sub> using a commercially available GPS sports watch"]}]}],"canonical_facts":{"dc:contributor":["Rebecca Moore, PhD, Chair","Christopher Herman, PhD","Jeff Schulz, PhD"],"dc:creator":["Pearson, Andrew"],"dc:date.available":["2018-01-11T08:00:00Z"],"dc:description.abstract":["<p>Using accurate submaximal methodologies to estimate VO<sub>2max</sub> is a convenient alternative to maximal exercise testing. Submaximal testing is practical because it provides a cheaper, more time-efficient method to determine VO<sub>2max</sub> and allows a wider range of individuals to be tested. <strong>Purpose:</strong> The purpose of this study was to examine the predictability of VO<sub>2max</sub> using a GPS sports watch. <strong>Methods:</strong> Thirty participants, 16 males and 14 females between the ages of 18 and 55, volunteered for this study. A total of three separate VO<sub>2max</sub> values were recorded during the study: (a) directly measured VO<sub>2max</sub>, (b) a predicted VO<sub>2max</sub> value based on a 15-minute outdoor run, and (c) an adjusted predicted VO<sub>2max</sub> value based on three subsequent outdoor runs of at least 30 minutes in duration. Participants came to the Running Science Laboratory at Eastern Michigan University (EMU) on two separate occasions. On day one, participants completed a treadmill-based graded exercise test (GXT) to determine VO<sub>2max</sub>. Participants completed the test using a self-selected pace (mph) that was determined during a 3-minute warm-up period. The self-selected pace remained constant throughout the test while the grade increased at a rate of 2% every 2 minutes. On day two, participants arrived at EMU and completed a 15-minute submaximal outdoor run. Participants were fitted with a GPS sports watch, which was used to predict VO<sub>2max</sub> based on subject characteristics (gender, age, height [in], weight [lbs.]), as well as total distance of the run, pace, time (15 minutes), and heart rate (HR) during exercise. Participants were then required to take the watch home and record three additional runs of at least 30 minutes to produce an adjusted predicted VO<sub>2max</sub> value. A two-way (2 fitness groups x 3 VO<sub>2max</sub> time points) repeated measures ANOVA was conducted to determine if there was a significant difference between directly measured VO<sub>2max</sub>, predicted VO<sub>2max</sub>, and adjusted predicted VO<sub>2max</sub>. Participants were placed into two fitness groups determined by directly measured VO<sub>2max</sub> (VO<sub>2max</sub> of greater than [high] or less than [low] 50 ml/kg/min). A one-way repeated measures ANOVA was conducted to determine if a significant difference in recorded VO<sub>2max</sub> values was observed within groups. Statistical significance was determined using a <em>p</em>-value of .05. <strong>Results:</strong> Two participants (two males) were excluded from the analysis due to failing to return for visit two. The remaining 28 participants were 24.71 ± 5.69 years old, had a height of 168.94 ± 6.94 cm, and weighed 67.22 ± 14.85 kg. A statistically significant difference was observed between directly measured (55.09 ± 9.73 ml/kg/min) and predicted VO<sub>2max</sub> (51.75 ± 5.16 ml/kg/min);(<em>p</em>-value < .05), directly measured and adjusted predicted VO<sub>2max</sub> (50.68 ± 5.98 ml/kg/min);(<em>p</em>-value < .001), and predicted and adjusted predicted VO<sub>2max</sub> (<em>p</em>-value < .05). A significant difference was observed in the high VO<sub>2max</sub> group between directly measured and predicted VO<sub>2max</sub> and directly measured and adjusted predicted VO<sub>2max</sub> (<em>p</em>-value < .001). No significant difference was observed between predicted and adjusted predicted VO<sub>2max</sub> in the high VO<sub>2max</sub> group (<em>p</em>-value > .05). No significant difference was observed between values in the low VO<sub>2max</sub> group (<em>p</em>-value > .05). <strong>Conclusion:</strong> Major limitations of this study included participants performing all activities at a self-selected pace and measuring HR using the radial pulse with an optical sensor. A self-selected pace could have led to inaccuracies in VO<sub>2max</sub> prediction as participants may not have performed to their full potential. Future research could enforce stricter pace and distance requirements for additional activity recording to test both anaerobic and aerobic energy systems. Additionally, measuring HR using an optical sensor within the watch at the radial pulse has been shown to underestimate average HR values when compared to HR measurement using a chest strap. While the purpose of this study was to test the predictability of only the GPS sports watch, a lower overall average HR for a given activity could have produced overestimates of VO<sub>2max</sub>.</p>"],"dc:identifier":["https://commons.emich.edu/theses/742"],"dc:subject":["Exercise testing","GPS","Physical activity","Predictability","Sports watch","VO2max","Medicine and Health Sciences"],"dc:title":["Predictability of VO<sub>2max</sub> using a commercially available GPS sports watch"],"thesis:degree_discipline":["Health Promotion and Human Performance"],"thesis:degree_level":["Open Access Thesis"],"thesis:degree_name":["Master of Science (MS)"]},"updated_at":"2026-07-24T02:17:13Z"}