Comparison of steps and energy expenditure assessment in adults of Fitbit Tracker and Ultra to the Actical and indirect calorimetry
Abstract
Epidemic levels of inactivity are associated with chronic diseases and rising healthcare costs. To address this, accelerometers have been used to track levels of activity. The Fitbit and Fitbit Ultra are some of the newest commercially available accelerometers. The purpose of this study was to determine the reliability and validity of the Fitbit and Fitbit Ultra. Twenty-three subjects were fitted with two Fitbit and Fitbit Ultra accelerometers, two industry-standard accelerometers and an indirect calorimetry device. Subjects participated in 6-min bouts of treadmill walking, jogging and stair stepping. Results indicate the Fitbit and Fitbit Ultra are reliable and valid for activity monitoring (step counts) and determining energy expenditure while walking and jogging without an incline. The Fitbit and standard accelerometers under-estimated energy expenditure compared to indirect calorimetry for inclined activities. These data suggest the Fitbit and Fitbit Ultra are reliable and valid for monitoring over-ground energy expenditure.
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Five studies (50 comparisons) reported interdevice reliability for energy expenditure, with analyzed sample sizes ranging from 13 to 29.
“Five studies (50 comparisons) reported on interdevice reliability [85,113,116,117,166], with analyzed sample sizes ranging from 13 [117] to 29 [113].”
From Reliability and Validity of Commercially Available Wearable Devices for Measuring Steps, Energy Expenditure, and Heart Rate: Systematic Review (2020) · cites this paper as [85]
Most research on wearable device accuracy has primarily focused on estimates of energy expenditure.
“Most research has primarily focused on the accuracy of estimates of EE [7-12].”
From Estimating Accuracy at Exercise Intensities: A Comparative Study of Self-Monitoring Heart Rate and Physical Activity Wearable Devices (2017) · cites this paper as [11]
Existing validation studies have largely been completed on devices considered outdated, such as earlier Fitbit models (One, Zip, Flex, Ultra), Jawbone Up, and Nike FuelBand.
“However, given the pace of technological change, these existing studies have largely been completed on devices that would be considered outdated, such as earlier Fitbit models (One, Zip, Flex, Ultra), Jawbone Up, and the Nike FuelBand.”
From Estimating Accuracy at Exercise Intensities: A Comparative Study of Self-Monitoring Heart Rate and Physical Activity Wearable Devices (2017) · cites this paper as [11]
Cites
International physical activity questionnaire: 12-country reliability and validity
CRAIG, C. L., MARSHALL, A. L., SJ??STR??M, M., BAUMAN, A. E., BOOTH, M. L., AINSWORTH, B. E., PRATT, M., EKELUND, U., YNGVE, A., SALLIS, J. F., et al. (2003) · Medicine & Science in Sports & Exercise · doi:10.1249/01.mss.0000078924.61453.fb · Cited by 21,619 · see citing works
Garber, C. E., Blissmer, B., Deschenes, M. R., Franklin, B. A., Lamonte, M. J., Lee, I.-M., Nieman, D. C., & Swain, D. P. (2011) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0b013e318213fefb · Cited by 9,319 · cited 1× · see citing works
“0 for three consecutive readings or volitional signs of fatigue [37].”
BackgroundA short questionnaire for the measurement of habitual physical activity in epidemiological studies
Baecke, J. A. H., BUREMA, J., & Frijters, J. E. R. (1982) · American Journal of Clinical Nutrition · doi:10.1093/ajcn/36.5.936 · Cited by 3,950 · see citing works
Calibration of the Computer Science and Applications, Inc. accelerometer
FREEDSON, P. S., MELANSON, E., & SIRARD, J. (1998) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-199805000-00021 · Cited by 3,825 · see citing works
Too Much Sitting: The Population Health Science of Sedentary Behavior
Owen, N., Healy, G. N., Matthews, C. E., & Dunstan, D. W. (2010) · Exercise and Sport Sciences Reviews · doi:10.1097/jes.0b013e3181e373a2 · Cited by 2,202 · see citing works
Medicine & science in sports & exercise
Walle, J. M. L., Solá, I. B., Castillo, I., & Rodríguez, J. L. T. (1994) · Journal of the American Dietetic Association · doi:10.1016/0002-8223(94)92575-5 · Cited by 1,309 · see citing works
Wei, M. (1999) · JAMA · doi:10.1001/jama.282.16.1547 · Cited by 1,168 · see citing works
British Journal Of Sports Medicine
Macneil, J. (2015) · Wilderness and Environmental Medicine · doi:10.1016/j.wem.2014.12.005 · Cited by 871 · see citing works
Validity of accelerometry for the assessment of moderate intensity physical activity in the field
Hendelman, D. L., Miller, K. J., Baggett, C. D., Debold, E. P., & Freedson, P. S. (2000) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-200009001-00002 · Cited by 766 · see citing works
Economic costs of obesity and inactivity
Colditz, G. A. (1999) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-199911001-00026 · Cited by 707 · see citing works
BLAIR, S. N., & BRODNEY, S. (1999) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-199911001-00025 · Cited by 704 · see citing works
Occupational Sitting and Health Risks
van Uffelen, J. G. Z., Wong, J., Chau, J. Y., van der Ploeg, H. P., Riphagen, I., Gilson, N. D., Burton, N. W., Healy, G. N., Thorp, A. A., Clark, B. K., et al. (2010) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2010.05.024 · Cited by 516 · see citing works
Test-retest reliability of four physical activity measures used in population surveys
Brown, W. J., Trost, S. G., Bauman, A. E., Mummery, K. W., & Owen, N. G. (2004) · Journal of science and medicine in sport · doi:10.1016/s1440-2440(04)80010-0 · Cited by 515 · see citing works
Estimation of energy expenditure using CSA accelerometers at hip and wrist sites
Swartz, A. M., Strath, S. J., Bassett, D. R., BRIEN, W. L. O., King, G. A., & Ainsworth, B. E. (2000) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-200009001-00003 · Cited by 514 · see citing works
Validation of the COSMED K4 b2 Portable Metabolic System
McLaughlin, J. E., King, G. A., Howley, E. T., Bassett, D. R., & Ainsworth, B. (2001) · International Journal of Sports Medicine · doi:10.1055/s-2001-13816 · Cited by 500 · see citing works
Obesity as Compared With Physical Activity in Predicting Risk of Coronary Heart Disease in Women
Li, T. Y., Rana, J. S., Manson, J. E., Willett, W. C., Stampfer, M. J., Colditz, G. A., Rexrode, K. M., & Hu, F. B. (2006) · Circulation · doi:10.1161/circulationaha.105.574087 · Cited by 472 · see citing works
Reliability of accelerometry-based activity monitors: a generalizability study.
Welk, G. J., Schaben, J. A., & Morrow, J. R. (2004) · PubMed · Cited by 394 · see citing works
Estimating energy expenditure using accelerometers
Crouter, S. E., Churilla, J. R., & Bassett, D. R. (2006) · European Journal of Applied Physiology · doi:10.1007/s00421-006-0307-5 · Cited by 366 · see citing works
Comparison of Pedometer and Accelerometer Accuracy under Controlled Conditions
LE MASURIER, G. C., & TUDOR-LOCKE, C. (2003) · Medicine & Science in Sports & Exercise · doi:10.1249/01.mss.0000064996.63632.10 · Cited by 360 · see citing works
Predicting Activity Energy Expenditure Using the Actical® Activity Monitor
Heil, D. P. (2006) · Research Quarterly for Exercise and Sport · doi:10.1080/02701367.2006.10599333 · Cited by 353 · see citing works
Reexamination of Validity and Reliability of the CSA Monitor in Walking and Running
Brage, S., Wedderkopp, N., Franks, P. W., Andersen, L. B., & Froberg, K. (2003) · Medicine & Science in Sports & Exercise · doi:10.1249/01.mss.0000079078.62035.ec · Cited by 347 · see citing works
Movement toward a novel activity monitoring device
Montgomery-Downs, H. E., Insana, S. P., & Bond, J. A. (2012) · Sleep and Breathing · doi:10.1007/s11325-011-0585-y · Cited by 301 · see citing works
Technical Reliability Assessment of Three Accelerometer Models in a Mechanical Setup
Esliger, D., & Tremblay, M. S. (2006) · Medicine & Science in Sports & Exercise · doi:10.1249/01.mss.0000239394.55461.08 · Cited by 244 · see citing works
Lyden, K., Kozey, S. L., Staudenmeyer, J. W., & Freedson, P. S. (2011) · European Journal of Applied Physiology · doi:10.1007/s00421-010-1639-8 · Cited by 222 · see citing works
Nichols, J. F., Morgan, C. G., Chabot, L., Sallis, J. F., & Calfas, K. J. (2000) · Research Quarterly for Exercise and Sport · doi:10.1080/02701367.2000.10608878 · Cited by 203 · see citing works
The Cosmed K4 Telemetry System as an Accurate Device for Oxygen Uptake Measurements during Exercise
Hausswirth, C., Bigard, A. X., & Chevalier, J.-M. L. (1997) · International Journal of Sports Medicine · doi:10.1055/s-2007-972662 · Cited by 195 · see citing works
Convergent validity of six methods to assess physical activity in daily life
Macfarlane, D. J., Lee, C. C. Y., Ho, E. Y. K., Chan, K. L., & Chan, D. (2006) · Journal of Applied Physiology · doi:10.1152/japplphysiol.00336.2006 · Cited by 143 · see citing works
Validity of the Actical Accelerometer Step-Count Function
Esliger, D., Probert, A., Gorber, S. C., Bryan, S. N., Laviolette, M., & Tremblay, M. S. (2007) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0b013e3804ec4e9 · Cited by 129 · see citing works
Ability of Different Physical Activity Monitors to Detect Movement During Treadmill Walking
Leenders, N., Nelson, T., & Sherman, W. M. (2003) · International Journal of Sports Medicine · doi:10.1055/s-2003-37196 · Cited by 110 · see citing works
Schrack, J. A., Simonsick, E. M., & Ferrucci, L. (2010) · PLoS ONE · doi:10.1371/journal.pone.0009292 · Cited by 78 · see citing works
Spierer, D. K., Hagins, M., Rundle, A., & Pappas, E. (2010) · European Journal of Applied Physiology · doi:10.1007/s00421-010-1672-7 · Cited by 73 · see citing works
Self-citationValidity of the Actical for estimating free-living physical activity
Crouter, S. E., DellaValle, D. M., Horton, M., Haas, J. D., Frongillo, E. A., & Bassett, D. R. (2010) · European Journal of Applied Physiology · doi:10.1007/s00421-010-1758-2 · Cited by 59 · see citing works
Evidence of Health Risks from Occupational Sitting
Marshall, S. J., & Gyi, D. E. (2010) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2010.07.001 · Cited by 31 · see citing works
Evaluation of the MyWellness Key accelerometer
Herrmann, S. D., Hart, T., Lee, C. D., & Ainsworth, B. E. (2009) · British Journal of Sports Medicine · doi:10.1136/bjsm.2009.062182 · Cited by 29 · see citing works
Cuberek, R., Ansari, W. E., Frömel, K., Skalik, K., & Sigmund, E. (2010) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph7041558 · Cited by 29 · see citing works
Comparative Validity Assessment of Five Activity Monitors: Does Being a Child Matter?
Stone, M. R., Esliger, D., & Tremblay, M. S. (2007) · Pediatric Exercise Science · doi:10.1123/pes.19.3.291 · Cited by 27 · see citing works
Lack of physical activity and excessive sitting: health hazards for young people?
Tammelin, T. (2009) · Jornal de Pediatria · doi:10.2223/jped.1936 · Cited by 4 · see citing works
Falta de atividade física e excesso de tempo sentado: perigos para a saúde dos jovens?
Tammelin, T. (2009) · Jornal de Pediatria · doi:10.1590/s0021-75572009000400002 · Cited by 3 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Systematic review of the validity and reliability of consumer-wearable activity trackers
Evenson, K. R., Goto, M. M., & Furberg, R. D. (2015) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-015-0314-1 · Cited by 1,232 · see citing works
Fuller, D., Colwell, E., Low, J., Orychock, K., Tobin, M. A., Simango, B., Buote, R., Van Heerden, D., Luan, H., Cullen, K., et al. (2020) · JMIR mHealth and uHealth · doi:10.2196/18694 · Cited by 715 · see citing works
Accuracy of Fitbit Devices: Systematic Review and Narrative Syntheses of Quantitative Data
Feehan, L. M., Geldman, J., Sayre, E. C., Park, C., Ezzat, A. M., Yoo, J. Y., Hamilton, C. B., & Li, L. C. (2018) · JMIR mHealth and uHealth · doi:10.2196/10527 · Cited by 616 · see citing works
Reliability and validity of ten consumer activity trackers
Kooiman, T. J. M., Dontje, M. L., Sprenger, S. R., Krijnen, W. P., van der Schans, C. P., & de Groot, M. (2015) · BMC Sports Science, Medicine and Rehabilitation · doi:10.1186/s13102-015-0018-5 · Cited by 360 · see citing works
Shin, G., Jarrahi, M. H., Fei, Y., Karami, A., Gafinowitz, N., Byun, A., & Lu, X. (2019) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2019.103153 · Cited by 326 · see citing works
Xie, J., Wen, D., Liang, L., Jia, Y., Gao, L., & Lei, J. (2018) · JMIR mHealth and uHealth · doi:10.2196/mhealth.9754 · Cited by 310 · see citing works
Behavior Change Techniques Present in Wearable Activity Trackers: A Critical Analysis
Mercer, K., Li, M., Giangregorio, L., Burns, C., & Grindrod, K. (2016) · JMIR mHealth and uHealth · doi:10.2196/mhealth.4461 · Cited by 304 · see citing works
Dooley, E. E., Golaszewski, N. M., & Bartholomew, J. B. (2017) · JMIR mHealth and uHealth · doi:10.2196/mhealth.7043 · Cited by 242 · see citing works
Tully, M. A., McBride, C., Heron, L., & Hunter, R. F. (2014) · BMC Research Notes · doi:10.1186/1756-0500-7-952 · Cited by 172 · see citing works
Sushames, A., Edwards, A., Thompson, F., McDermott, R., & Gebel, K. (2016) · PLOS ONE · doi:10.1371/journal.pone.0161224 · Cited by 152 · see citing works
Comparison of Consumer and Research Monitors under Semistructured Settings
BAI, Y., WELK, G. J., NAM, Y. H., LEE, J. A., LEE, J.-M., KIM, Y., MEIER, N. F., & DIXON, P. M. (2016) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000000727 · Cited by 149 · see citing works
Department of Clinical and Digital Health Sciences, C. O. A. H. S., Coughlin, S. S., & Stewart, J. (2016) · Journal of Environment and Health Science · doi:10.15436/2378-6841.16.1123 · Cited by 137 · see citing works
Validation of photoplethysmography as a method to detect heart rate during rest and exercise
Spierer, D. K., Rosen, Z., Litman, L. L., & Fujii, K. (2015) · Journal of Medical Engineering & Technology · doi:10.3109/03091902.2015.1047536 · Cited by 139 · see citing works
Self-citationWearable Activity Tracker Use Among Australian Adolescents: Usability and Acceptability Study
Ridgers, N. D., Timperio, A., Brown, H., Ball, K., Macfarlane, S., Lai, S. K., Richards, K., Mackintosh, K. A., McNarry, M. A., Foster, M., et al. (2018) · JMIR mHealth and uHealth · doi:10.2196/mhealth.9199 · Cited by 125 · see citing works
The bit doesn’t fit: Evaluation of a commercial activity-tracker at slower walking speeds
Wong, C. K., Mentis, H. M., & Kuber, R. (2018) · Gait & Posture · doi:10.1016/j.gaitpost.2017.10.010 · Cited by 46 · see citing works
Assessing and enhancing the utility of low-cost activity and location sensors for exposure studies
Asimina, S., Chapizanis, D., Karakitsios, S., Kontoroupis, P., Asimakopoulos, D. N., Maggos, T., & Sarigiannis, D. (2018) · Environmental Monitoring and Assessment · doi:10.1007/s10661-018-6537-2 · Cited by 40 · see citing works
Cattivelli, R., Castelnuovo, G., Musetti, A., Varallo, G., Spatola, C. A. M., Riboni, F. V., Usubini, A. G., Tosolin, F., Manzoni, G. M., Capodaglio, P., et al. (2018) · Trials · doi:10.1186/s13063-018-2968-x · Cited by 41 · see citing works
Validation of the Fitbit One® for physical activity measurement at an upper torso attachment site
Diaz, K. M., Krupka, D. J., Chang, M. J., Shaffer, J. A., Ma, Y., Goldsmith, J., Schwartz, J. E., & Davidson, K. W. (2016) · BMC Research Notes · doi:10.1186/s13104-016-2020-8 · Cited by 29 · see citing works
Comparison of wrist-worn and hip-worn activity monitors under free living conditions
Hargens, T. A., Deyarmin, K. N., Snyder, K. M., Mihalik, A. G., & Sharpe, L. E. (2017) · Journal of Medical Engineering & Technology · doi:10.1080/03091902.2016.1271046 · Cited by 30 · see citing works
Accuracy of Consumer Monitors for Estimating Energy Expenditure and Activity Type
WOODMAN, J. A., CROUTER, S. E., BASSETT, D. R., FITZHUGH, E. C., & BOYER, W. R. (2017) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000001090 · Cited by 29 · see citing works
Hurley, J. C., Hollingshead, K. E., Todd, M., Jarrett, C. L., Tucker, W. J., Angadi, S. S., & Adams, M. A. (2015) · JMIR Research Protocols · doi:10.2196/resprot.4856 · Cited by 19 · see citing works
Congruent Accuracy of Wrist-worn Activity Trackers during Controlled and Free-living Conditions
Dondzila, C. J., Lewis, C., Lopez, J. R., & Parker, T. (2018) · International Journal of Exercise Science · doi:10.70252/ubbt6886 · Cited by 16 · see citing works
“It is interesting to note the trend for waist-worn Fitbit devices in underestimating kcals (19, 23), with reference to wrist-worn Fitbit devices.”
BackgroundClevenger, K. A., Molesky, M. J., Vusich, J., & Montoye, A. H. K. (2019) · Measurement in Physical Education and Exercise Science · doi:10.1080/1091367x.2019.1577737 · Cited by 13 · see citing works
Occupational physical activity in brewery and office workers
Thompson, J. F., Severson, R. L., & Rosecrance, J. C. (2018) · Journal of Occupational and Environmental Hygiene · doi:10.1080/15459624.2018.1492136 · Cited by 9 · see citing works
- Authors
- Adam Noah, J., Spierer, D. K., Gu, J., & Bronner, S.
- Affiliations
- Long Island University (US)
- Northeastern University (US)
- Venue
- Journal of Medical Engineering & Technology
- Publisher
- Informa UK Limited
- Published
- 2013-09-05
- Volume
- 37
- Issue
- 7
- Pages
- 456-462
- ISSN
- 0309-1902 (ISSN-L)
- 1464-522X
- OpenAlex
- W2006655881
- Cited by
- 202
- References
- 38
- Citations by year
- 2026: 5 · 2025: 8 · 2024: 5 · 2023: 3 · 2022: 12 · 2021: 7 · 2020: 21 · 2019: 29 · 2018: 32 · 2017: 34 · 2016: 22 · 2015: 18 · 2014: 6
- FWCI
- 10.65
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Medical Engineering & Technology (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Physiology › Physical Activity and Health
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Context-Aware Activity Recognition Systems
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Keywords
- Fitbit, accelerometer, step counting, energy expenditure, activity monitoring, reliability and validity, Actical, indirect calorimetry, treadmill walking, jogging, stair stepping, physical activity
- MeSH terms
- Adult, Calorimetry, Indirect, Energy Metabolism, Female, Humans, Male, Monitoring, Physiologic, Exercise, Young Adult
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