Table 3.
Study | Team sport | Device | Manufacturer | Model | Sample rate (Hz) |
HDOP | No. of satellites | Acc/dec | Filter | Calculation interval/MED | Threshold (m s− 2) |
Acc/dec metric | Calculation of metric |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Akenhead et al. [32] | Soccer | GPS | Catapult Sports |
MinimaxX S4 |
10 Hz | 0.9 ± 0.1 | 12 ± 1 |
Acc Dec |
Smoothing Filter 0.5 s |
0.5 s |
Low: 1–2 Moderate: 2–3 High: > 3 Total: > 1 |
Distance (m) |
Distance attained in respective threshold band. Acc/dec also pooled at 1 and 3 m s−2 |
Akenhead et al. [33] | Soccer | GPS | Catapult Sports | MinimaxX | 10 Hz | 0.8 ± 0.1 | 13 ± 1 |
Acc Dec |
N/S | N/S |
Low: 1–2 Moderate: 2–3 High: > 3 Total: > 1 |
Acc & Dec Distance (m) | Threshold-based sum of acc/dec distances |
Akiyama et al. [34] | Lacrosse | GPS | Polar Electro | Polar Team Pro | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Low: 0–1.99 Moderate: 2.0–3.99 High: > 4 |
Counts (n) |
Efforts in respective threshold band |
Altavilla et al. [35] | Soccer | GPS | K-Sport | N/S | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
High: > 2 |
Distance (m) |
Distance attained in respective threshold band |
Aughey [36] |
Australian Football | GPS | Catapult Sports |
MinimaxX Team Sport 2.0 |
5 Hz | N/S | N/S | Acc | N/S | 0.4 s |
Maximal: > 2.78 |
Counts (n) Counts per minute (n/min−2) |
At least two consecutive efforts at same rate of change in velocity (0.4 s) respective threshold band |
Aughey [37] |
Australian Football | GPS | Catapult Sports |
MinimaxX Team Sport 2.0 |
5 Hz | N/S | N/S | Acc | N/S | 0.4 s |
Maximal: > 2.78 |
Counts (n) Counts per minute (n/min−2) |
At least two consecutive efforts at same rate of change in velocity (0.4 s) respective threshold. Efforts with respect to activity time |
Aughey [38] |
Australian Football | GPS | Catapult Sports |
MinimaxX Team Sport 2.0 |
5 Hz | 1.5 ± 0.9 | 7.5 ± 1.2 | Acc | N/S | N/S |
Maximal: > 2.78 |
Counts (n) Counts per minute (n/min−2) |
Efforts with respect to activity time |
Aughey [39] |
Australian Football | GPS | Catapult Sports |
MinimaxX Team Sport 2.0 |
5 Hz | N/S | N/S | Acc | N/S | 0.4 s |
Maximal: > 2.78 |
Counts (n) Counts per minute (n/min−2) |
At least two consecutive efforts at same rate of change in velocity (0.4 s) respective threshold band. Efforts with respect to activity time |
Bauer et al. [40] |
Australian Football | GPS | Catapult Sports |
MinimaxX v4.0 |
10 Hz | 1.8 ± 0.4 | N/S | Acc | N/S | N/S |
Low: 0–2.77 Hard: ≥ 2.78 |
Counts (n) Distance (m) |
Efforts in respective threshold band. Distance attained in respective threshold band. |
Bayliff et al. [41] |
American Football | GPS | Catapult Sports |
Optimeye S5 |
10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Band 1: 0–1 Band 2: 1–2 Band 3: 2–3 Band 4: 3–10 |
Distance (m) |
Metres attained in respective threshold band |
Blair et al. [42] | Rugby Sevens | GPS | GPSports | SPI Pro 10 | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Low: 1.5–2.5 High: > 2.5-3.6 |
Counts (n) |
Efforts in respective threshold band |
Bowen et al. [43] | Soccer |
GPS Optical |
STATSports ChyronHego |
Viper 2 TRACAB |
10 Hz | N/S | N/S |
Acc Dec |
N/S | 0.5 s |
All: > 0.5 |
Counts (n) |
Efforts in respective threshold band lasting at least 0.5 s and > 0.5 m s−2 |
Bradley et al. [44] | Soccer | Optical | ProZone Sports | ProZone Version 3.0 | N/A | N/A | N/A | Acc | N/S | N/S |
Medium: > 2.5-4 High: > 4 |
Counts (n) |
Efforts in respective threshold band |
Brooks et al. [45] | Netball | LPS | Catapult Sports |
Catapult T6 ClearSky |
10 Hz | N/A | N/A |
Acc Dec |
N/S | 0.2 s |
Z1: 0–2 Z2: 2–3.5 Z3: 3.5–6 Z4: 6–10 |
Acceleration Density: (Average Acc/Dec) (m s−2) Acceleration Density Index: (avg Acc/Dec per 10 m; m s− 2) Total Acceleration Load: (total Acc/Dec; m s− 2) Distance (m) |
Average acc values across the specified period Average acc performed per 10 m of distance (Acc Load/Distance) Sum of acc values across the analysed period (acc values were calculated at 0.2 s intervals) Distance attained in respective threshold |
Campos-Vazquez et al. [46] | Soccer | GPS | Catapult Sports |
MinimaxX S4 |
10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Moderate: 2–3 High: > 3 |
Distance per hour (m h−1) |
Distance attained in respective threshold |
Chesher et al. [47] | Field Hockey | GPS | Catapult Sports |
MinimaxX S4 |
10 Hz | 0.88 ± 0.03 | 11 ± 0.59 | Dec | N/S | N/S |
Low: − 3–−5.99 Medium: -6–− 8.99 High: − 9–− 11.99 Very high: <− 12 |
Counts (n) Average Deceleration (m s−2) |
Efforts in respective threshold band. Mean Dec in each competitive match |
Clemente et al. [48] | Soccer | GPS | JOHAN Sports | N/S | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
High: > 3 |
Counts (n) |
Efforts in respective threshold band |
Couderc et al. [49] |
Rugby Sevens | GPS |
Digital Simulation |
Sensor Everywhere |
8 Hz | N/S | N/S | Acc |
Butterworth low pass 2nd order Cut-off frequency: 1 Hz Double phase lag filter |
0.5 s |
High: > 2.5 |
Counts (n) |
Efforts in respective threshold band |
Coutts et al. [50] | Australian Football | GPS | Catapult Sports | MinimaxX Team Sport 2.5 | 10 Hz | N/S | N/S |
Acc Dec |
N/S | 0.2 s | > 2.78 |
Counts (n) |
Two consecutive samples exceeding 2.78 m s−2 |
Cummins et al. [51] | Rugby League | GPS | GPSports | SPI Pro X | 15 Hza | N/S | N/S |
Acc Dec |
Butterworth 4th order Cut-off frequency: 1 Hz |
N/S |
Moderate: < 1.12 High: 1.13–2.78 Very high: > 2.78 |
Counts per minute (n/min−2) |
Efforts in respective threshold band with respect to activity time |
Cummins et al. [52] | Rugby League | GPS | Catapult Sports |
Optimeye S5 |
10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
All: > 1.5 |
Counts (n) |
Efforts in respective threshold band |
Cummins et al. [53] | Rugby League | GPS | GPSports | SPI Pro X | 15 Hza | N/S | N/S |
Acc Dec |
Butterworth 4th Order Cut-off frequency: 1 Hz |
N/S |
Moderate: < 1.12 High: 1.13–2.78 Very high: > 2.78 |
Counts (n) |
Efforts in respective threshold band |
Cunningham et al. [54] | Rugby Union | GPS | STATSports | Viper | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Moderate: 2–3 High: 3–4 Severe: > 4 |
Counts (n) |
Efforts in respective threshold band |
Cunningham et al. [55] |
Rugby Union | GPS | STATSports | Viper | 10 Hz | N/S | 4 Best Satellites |
Acc Dec |
N/S | N/S |
Moderate: 2–3 High intensity: 3–4 Severe: > 4 |
Counts (n) |
Efforts in respective threshold band |
Dalen et al. [56] |
Soccer |
Radio Freq. Tracking |
ZXY Sport Tracking | RadioEye Sensors | 20 Hz | N/A | N/A | Acc | N/S | 0.5 s |
All: > 2 |
Counts per minute (n/min−2) |
Efforts lasting for at 0.5 s in respective threshold band. Efforts in respective threshold band with respect to activity time |
Dalen et al. [57] |
Soccer |
Radio Freq. Tracking |
ZXY Sport Tracking | RadioEye Sensors | 20 Hz | N/A | N/A |
Acc Dec |
N/S | 0.5 s |
All: > 2 |
Counts (n) Distance (m) |
Efforts lasting for at 0.5 s in respective threshold band |
de Hoyo et al. [17] | Soccer | GPS | GPSports | SPI Elite | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Moderate: 2–3 High: > 3 |
Counts (n) |
Efforts in respective threshold band |
Delaney et al. [7] | Rugby League | GPS | GPSports | SPI HPU | 5 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Low: 1 Moderate: 2 High: > 3 |
Counts (n) Time (s) Distance (m) Average Acc (m s−2) Average Dec (m s− 2) Average Acc/Dec (m s− 2) |
Efforts, time and/or distance in respective threshold band. Absolute values of acc averaged over given analysis period. Absolute values of dec averaged over given analysis period. Absolute values of acc/dec averaged over given analysis period |
Delaney et al. [9] | Rugby League | GPS | GPSports | SPI HPU | 15 Hza | 1.1 ± 0.1 | 8.3 ± 1.4 |
Acc Dec |
Butterworth 4th Order Cut-off frequency: 1 Hz |
N/S | N/A | Average Acc (m s−2) / min | Absolute values of acc/dec averaged over given analysis period |
Delaney et al. [10] | Australian Football | GPS | Catapult Sports | Optimeye S5 | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S | N/A | Average Acc (m s−2) / min | Absolute values of acc/dec averaged over given analysis period |
Delaney et al. [11] | Rugby Union | GPS | GPSports | SPI HPU | 15 Hza | N/S | N/S |
Acc Dec |
N/S | N/S | N/A | Average Acc (m s−2) / min | Absolute values of acc/dec averaged over given analysis period |
Delaney et al. [6] | Soccer | GPS | Catapult Sports | Optimeye S5 | 10 Hz | 0.86 ± 0.28 | 10.6 ± 1.7 |
Acc Dec |
N/S | N/S | N/A | Average Acc (m s−2) / min | Absolute values of acc/dec averaged over given analysis period |
Delves et al. [58] | Field Hockey | GPS | Catapult Sports |
Optimeye X4 MinimaxX S4 |
10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S | N/A |
Average Acc (m s−2) / min Average Acc (m s−2) |
Absolute values of acc/dec averaged over given analysis period |
Dempsey et al. [59] | Rugby League | GPS | GPSports | SPI Pro X | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S | High: > 3.0 |
Counts (n) Counts per minute (n/min−2) |
Efforts in respective threshold band. Efforts calculated in absolute terms with respect to activity time and threshold |
Dubois et al. [60] | Rugby Union | GPS | GPSports | SPI HPU | 15 Hza | N/S | N/S |
Acc Dec |
N/S | N/S |
All: > 2.5 |
Counts (n) |
Efforts in respective threshold band |
Duthie et al. [61] | Field Hockey | GPS | Catapult Sports | Optimeye X4 | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S | N/A | Average Acc (m s−2) / min | Absolute values of acc/dec averaged over given analysis period |
Figueiredo et al. [62] |
Soccer | GPS | STATSports | Viper Pod | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S | N/S |
Counts (n) |
Efforts in respective threshold band |
Furlan et al. [63] | Rugby Sevens | GPS | GPSports | SPI HPU | 5 Hz | N/S | N/S |
Acc Dec |
Butterworth 4th Order Cut-off frequency: 1 Hz |
N/S |
Moderate: 2–3 High: .1–4 Very high: > 4 |
Counts per minute (n/min−2) |
Acc/Dec counts derived from filtered 15 Hz data. Efforts in respective threshold band with respect to activity time |
Gabbett [64] |
Rugby League | GPS | Catapult Sports | MinimaxX | 5 Hz | N/S | N/S | Acc | N/S | N/S |
Mild: 0.55–1.11 Moderate: 1.12–2.78 Maximal: > 2.79 |
Counts (n) |
Efforts in respective threshold band |
Gabbett [65] |
Field Hockey | GPS | Catapult Sports | MinimaxX | 5 Hz | N/S | N/S | Acc | N/S | 2 s |
High: > 0.5 |
Counts (n) |
Efforts in respective threshold band lasting at least 2 s |
Gabbett [66] |
Rugby League | GPS | Catapult Sports |
MinimaxX Team Sport 2.5 |
5 Hz | N/S | N/S | Acc | N/S | N/S |
Maximal: > 2.79 |
Counts (n) Counts per minute (n/min−2) |
Efforts in respective threshold band. Efforts in respective threshold band with respect to activity time |
Gabbett et al. [67] |
Rugby League | GPS | Catapult Sports | MinimaxX | 5 Hz | N/S | N/S | Acc | N/S | N/S |
Mild: 0.55–1.11 Moderate: 1.12–2.78 Maximal: > 2.79 |
Distance (m) |
Distance in respective threshold band |
Gabbett & Ullah [68] |
Rugby League | GPS | Catapult Sports | MinimaxX | 5 Hz | N/S | N/S | Acc | N/S | N/S |
Mild: 0.55–1.11 Moderate: 1.12–2.78 Maximal: > 2.79 |
Distance (m) |
Distance in respective threshold band |
Garvican et al. [69] |
Soccer | GPS | Catapult Sports |
MinimaxX Team Sport 4.0 |
10 Hz | N/S | N/S | Acc | N/S | N/S |
Maximal: > 2.78 |
Counts (n) Counts per minute (n/min−2) |
Efforts in respective threshold band. Efforts in respective threshold band with respect to activity time |
Gaudino et al. [70] | Soccer | GPS | GPSports | SPI Pro X | 15 Hza | N/S |
Range: 8-11 Satellites |
Acc Dec |
N/S | 1 s |
Moderate: 2–3 High: > 3 |
Counts (n) Maximum Acc/Dec (m s−2) |
Efforts in respective threshold band lasting for at least 1 s. Maximum acc & dec effort in analysed period. |
Gaudino et al. [71] | Soccer | GPS | STATSports | Viper | 10 Hz | N/S | N/S |
Acc Dec |
N/S | 0.5 s |
Total: > 3 |
Counts (n) Counts per minute (n/min−2) |
Efforts in respective threshold band lasting for at least 0.5 s and of magnitude > 0.5 m s− 2 |
Hauer et al. [72] | Lacrosse | GPS | Polar Electro | Polar Team Pro | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Z1: 0–1.0 Z2: 1.0–2.0 Z3: 2.0–3.0 Z4: > 3.0 |
Counts (n) | Efforts in respective threshold band |
Higham et al. [73] | Rugby Sevens | GPS | Catapult Sports | MinimaxX Team Sport 2.5 | 5 Hz | N/S | N/S |
Acc Dec |
N/S | 0.4 s | Moderate: 2 – 4 High: > 4 | Counts per minute (n/min− 2) | Efforts in respective threshold band with respect to activity time |
Higham et al. [74] | Rugby Sevens | GPS | GPSports | SPI Pro X | 15 Hza | N/S | N/S |
Acc Dec |
N/S | 1 s | Total: > 1 | Counts per minute (n/min−2 ) | Efforts in respective threshold band with respect to activity time lasting at least 1 s. |
Hoppe et al. [75] | Soccer | GPS | Catapult Sports | MinimaxX S4 | 10 Hz | 1.1 ± 0.1 | 11.8 ± 0.5 |
Acc Dec |
Butterworth 2 Passes Cut-off: 1 Hz | N/S | High:> 3 | Time (s) | Time spent in respective threshold band |
Ihsan et al. [76] | Field Hockey | GPS | Catapult Sports | MinimaxX Team Sport 2.5 | 5 Hz | N/S | N/S |
Acc Dec |
N/S | N/S | High: > 2 | Counts (n) | Efforts in respective threshold band |
Ingebrigtsen et al. [77] |
Soccer | Radio Tracking | ZXY SportTracking |
ZXY Sport Chip |
40 Hz | N/A | N/A | Acc | N/S | 0.5 s |
Total: > 2 |
Counts (n) |
1) The start of Acc is marked by the Acc reaching the minimum limit (1 m s). 2) Acc has to reach 2 m s. 3) Acc must remain above the 2 m s for at least 0.5 s. 4) The duration of the Acc lasts until it passes the minimum Acc limit (1 m s) |
Jackson et al. [78] | Field Hockey | GPS | Catapult Sports |
MinimaxX S4 Optimeye S5 |
10 Hz |
MinimaxX: (0.89 [0.04]) Optimeye S5: (0.67 [0.05]) |
N/S |
Acc Dec |
Smoothing Filter |
0.2 s–Calc 0.6 s– Minimum effort duration |
Total: > 1.46 Maximum count per athlete |
Counts (n) Maximum Acc/Dec (m s−2) |
Efforts in respective threshold band. Max Acc/Dec recorded |
Jaspers et al. [79] |
Soccer | GPS | Catapult Sports |
Optimeye S5 |
10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Z1: 0–1 Z2: 1–2 Z3: 2–3.5 Z4: > 3.5 |
Counts (n) Distance (m) |
Efforts in respective threshold band. Distance attained in respective threshold band |
Jaspers et al. [80] |
Soccer | GPS | Catapult Sports |
Optimeye S5 MinimaxX S4 |
10 Hz | < 1.5 | ≥8 satellites |
Acc Dec |
Smoothing Filter 0.2 s |
0.4 s |
Total: > 1 |
Counts (n) |
Efforts in respective threshold band |
Johnston et al. [81] | Rugby League | GPS | STATSports | Apex | 10 Hz | 0.76 ± 0.25 | 17.7 ± 1.9 |
Acc Dec |
N/S | N/S | N/A | Average Acc (m s−2) / min | Absolute values of acc/dec averaged over given analysis period |
Johnston et al. [82] |
Australian Football Rugby League |
GPS |
AF: Catapult Sports RL: STATSports |
AF: Optimeye S5 RL: Apex |
10 Hz |
AFL: 0.69 ± 0.09 NRL: 0.76 ± 0.25 |
AFL: 10.5 ± 0.65 NRL: 17.7 ± 1.90 |
Acc Dec |
N/S | N/S | N/A | Average Acc (m s−2) / min | Absolute values of acc/dec averaged over given analysis period |
Johnston et al. [83] | Rugby League | GPS | Catapult Sports |
Optimeye S5 |
10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S | N/A | Average Acc (m s−2) / min | Absolute values of acc/dec averaged over given analysis period |
Johnston et al. [84] | Australian Football | GPS | Catapult Sports |
MinimaxX S3 MinimaxX S4 |
S3: 5 Hz S4: 10 Hz |
1.0 ± 0.3 | 12.2 ± 0.7 |
Acc Dec |
N/S | N/S |
Low: 0.65–1.46 Moderate: 1.47–2.77 High: > 2.78 |
Counts per minute (n/min−2) Distance per minute (m/min) Time (%) |
Efforts calculated in absolute terms with respect to activity time and threshold. Distance in respective threshold band with respect to activity time and threshold. Time spent as a percentage in respective threshold band |
Johnston et al. [85] | Australian Football | GPS | Catapult Sports |
MinimaxX S3 MinimaxX S4 |
5 Hz 10 Hz |
1.0 ± 0.2 | 12.1 ± 0.7 |
Acc Dec |
N/S | N/S |
Low: 0.65–1.46 Moderate: 1.47–2.77 High: > 2.78 |
Counts per minute (n/min−2) Distance per minute (m/min−2) Time (%. min−2) |
Efforts in respective threshold band with respect to activity time and threshold. Distance attained in respective threshold band with respect to activity time and threshold. Percentage time spent in respective threshold band with respect to activity time |
Johnston et al. [86] | Australian Football | GPS | Catapult Sports |
MinimaxX S3 MinimaxX S4 |
5 Hz 10 Hz |
1.0 ± 0.1 | 12.2 ± 0.6 |
Acc Dec |
N/S | N/S |
Low: 0.65–1.46 Moderate: 1.47–2.77 High: > 2.78 |
Counts per minute (n/min−2) Distance per minute (m/min−2) Time (%. min−2) |
Efforts in respective threshold band with respect to activity time. Distance attained in respective threshold band with respect to activity time. Percentage time spent in respective threshold band with respect to activity time |
Jones et al. [87] | Rugby Union | GPS | Catapult Sports |
MinimaxX V4 |
10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Low: 1–2 Moderate: 2–3 High: > 3 |
Distance (m) |
Metres attained in respective threshold band |
Kempton & Coutts [88] | Rugby League Nines | GPS | GPSports | SPI Pro X | 15 Hza | N/S | N/S |
Acc Dec |
N/S | N/S |
Total: > 2.78 |
Counts (n) Counts per minute (n/min−2) |
Efforts in respective threshold band. Efforts calculated in absolute terms with respect to activity time and threshold |
Kempton et al. [89] | Rugby League | GPS | GPSports | SPI Pro X | 15 Hza | N/S | N/S |
Acc Dec |
N/S | N/S |
Total: > 2.78 |
Counts (n) Counts per minute (n/min−2) |
Efforts in respective threshold band. Efforts calculated in absolute terms with respect to activity time and threshold |
Kempton et al. [90] | Rugby League | GPS | GPSports | SPI Pro | 5 Hz | N/S | 9.1 ± 1.4 |
Acc Dec |
N/S | 0.4 s |
Total: > 2.78 |
Counts (n) |
Two consecutive samples exceeding 2.78 m s−2 |
Lacome et al. [91] | Rugby Union | PC-based tracking | Sport Universal Process | Amisco Pro |
10 Hz Velocity |
N/A | N/A | Acc |
Butterworth low pass 2nd order cut-off frequency: 1 Hz Double phase-lag filter |
0.5 s |
Z1: 1–2 Z2: 2–3 Z3: > 3 |
Mean acceleration (m s−2) |
Values of acc averaged over given analysis period. Distribution of acc values over given analysis period with respect to thresholds |
Malone et al. [92] |
Soccer | GPS | Catapult Sports |
Optimeye G5 |
10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
High: > 3 |
Counts (n) |
Efforts in respective threshold band |
Mara et al. [93] |
Soccer | GPS | GPSports | N/S | 15 Hza | N/S | 5-8 Satellites | Acc | N/S | N/S |
Efforts: > 2 |
Time (s) Distance (m) Max distance (m) Max acceleration (m s−2) Repeat acceleration |
Average time spent in acc in analysed period. Average distance accumulated in analysed period. Average max distance accumulated in analysed period. Max acc effort in analysed period Acc efforts performed with < 21 s separation |
Mara et al. [94] |
Soccer | GPS | GPSports | SPI HPU | 15 Hza | N/S | N/S |
Acc Dec |
N/S | N/S |
High: > 2 |
Counts (n) |
Efforts in respective threshold band |
Marrier et al. [95] |
Rugby Sevens | GPS | Digital Simulation |
Sensor Everywhere V2 |
16 Hz | < 2 | 7 [1] | Acc | N/S | 0.5 s |
All: > 2.5 |
Counts (n) | Efforts in respective threshold band lasting for at least 0.5 s |
Martin-Garcia et al. [96] |
Soccer | GPS | STATSports | Viper | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
High: > 3 |
Counts (n) |
Efforts in respective threshold band |
Martin-Garcia et al. [97] |
Soccer | GPS | STATSports | Viper | 10 Hz | N/S | N/S |
Acc Dec |
N/S | 0.5 s |
High: > 3 |
Counts (n) |
Efforts in threshold band lasting for at least 0.5 s and of magnitude > 0.5 m s−2 |
Martin-Garcia et al. [98] |
Soccer | GPS | STATSports | Viper | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
High: > 3 |
Counts (n) |
Efforts in respective threshold band |
Modric et al. [99] |
Soccer | GPS | Catapult Sports |
Optimeye S5 Optimeye X4 |
10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Total events: > 0.5 High: > 3 |
Counts (n) |
Efforts in respective threshold band |
Montgomery & Maloney [100] |
3 × 3 Basketball |
GPS | Catapult Sports |
Optimeye S5 |
10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Low: < 2.5 Medium: 2.5–3.5 High: > 3.5 |
Intensity (m s−2) |
Average intensity in respective threshold band. |
Morencos et al. [101] | Field Hockey | GPS | GPSports | SPI Elite | 10 Hz | N/S | 10.6 ± 1.2 |
Acc Dec |
N/S | N/S |
Low: 1–1.99 Moderate: 2.0–2.99 High: > 3 |
Counts (n) Counts per minute (n/min−2) |
Efforts in respective threshold band. Efforts calculated in absolute terms with respect to activity time and threshold |
Morencos et al. [102] | Field Hockey | GPS | GPSports | SPI Elite | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Low: 1.0–1.9 Moderate: 2.0–2.9 High: > 3.0 |
Counts (n) Counts per minute (n/min−2) |
Efforts in respective threshold band. Efforts in respective threshold band with respect to activity time |
Murray & Varley [103] | Rugby Sevens | GPS | Catapult Sports |
MinimaxX S4 |
10 Hz | N/S | 11.3 ± 1.4 | Acc | N/S | 0.4 s |
Maximal: > 2.78 |
Counts (n) Counts per minute (n/min−2) |
Efforts in respective threshold band lasting at least 0.4 s. Efforts calculated in absolute terms with respect to activity time and threshold lasting at least 0.4 s |
Newans et al. [104] | Soccer | GPS | Catapult Sports |
Optimeye S5 Optimeye X4 |
10 Hz | N/S | N/S |
Acc Dec |
N/S | 0.5 s |
Moderate: 1–2 High: > 2 |
Time (s) Ratio of Dec: Acc |
Time spent in each respective threshold lasting at least 0.5 s. Duration of Dec (High) and Dec (Mod) divided by total Acc time (High + Mod) in each period. Determined a moderate and high Dec:Acc ratio |
Owen et al. [105] |
Soccer | GPS | STATSports | Viper Pod | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Total: > 3.3 |
Counts (n) |
Efforts in respective threshold band |
Owen et al. [106] | Rugby Union | GPS | GPSports | SPI HPU | 15 Hza | N/S | N/S |
Acc Dec |
N/S | N/S |
Light: 1–1.99 Moderate: 2.0–2.99 Heavy: 3–5.99 |
Counts (n) |
Efforts in respective threshold band |
Oxendale et al. [107] | Rugby League | GPS | Catapult Sports | MinimaxX Team Sport 2.5 | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Maximal: > 2.79 |
Counts (n) |
Efforts in respective threshold band |
Palmer et al. [108] |
Ultimate Frisbee | GPS | Catapult Sports | Optimeye X4 | 10 Hz | 0.90 ± 0.10 | 13.7 ± 0.5 | Acc | Proprietary Filter | 0.6 s |
Total: > 1.5 |
Counts (n) Counts per minute (n/min−2) |
Efforts in respective threshold band lasting for at least 0.6 s and with respect to time |
Passos Ramos et al. [109] |
Soccer | GPS | Catapult Sports |
MinimaxX Team S5 |
10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
1: − 1–1 2: 1–2.5 3: > 2.5 |
Counts (n) Counts per minute (n/min−2) |
Efforts in respective threshold band and with respect to time |
Passos Ramos et al. [110] |
Soccer | GPS | Catapult Sports |
MinimaxX Team S5 |
10 Hz | 0.75 ± 0.3 | 12.4 ± 0.5 |
Acc Dec |
Exponential Filter (Derived from GPS Software) |
0.5 s |
Total: > 1 |
Counts (n) | Efforts in respective threshold band |
Passos Ramos et al. [111] |
Soccer | GPS | Catapult Sports |
MinimaxX Team S5 |
10 Hz | 0.75 ± 0.3 | 15.5 ± 0.5 |
Acc Dec |
N/S | N/S | Total: > 2 | Counts (n) | Efforts in respective threshold band |
Peeters et al. [112] | Rugby Sevens | GPS | Digital Simulation |
Sensor Everywhere |
16 Hz | 1.35 ± 0.34 | 8 ± 1 | Acc | N/S | N/S | Total: > 2.5 |
Counts (n) Counts per minute (n/min−2) |
Efforts in respective threshold band. Efforts calculated in absolute terms with respect to activity time |
Polgaze et al. [113] | Field Hockey | GPS | Catapult Sports |
MinimaxX S4 |
10 Hz | 1.00 ± 0.07 | 11.6 ± 0.5 | Acc | Proprietary Filter | 0.6 s |
Low: < 2.0 High: > 2.0 |
Counts (n) Counts per minute (n/min−2) Time (s) Distance (m) |
Eligible Acc was determined once a participant changed speed by 2 m s for a minimum within 0.6 s. Efforts in respective threshold band. Efforts calculated in absolute terms with respect to activity time and threshold Time spent in respective threshold band. Distance attained in respective threshold band |
Pollard et al. [114] |
Rugby Union | GPS | STATSports | Viper | 10 Hz | N/S | N/S | Acc | N/S | N/S |
Total: > 3 |
Counts per minute (n/min−2) |
Efforts in respective threshold band. Efforts in respective threshold band with respect to activity time |
Polley et al. [115] | Lacrosse | GPS | Catapult Sports |
MinimaxX S4 |
10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Low: 0–1.11 Moderate: 1.11–2.78 High: ≥ 2.78 |
Counts per minute (n/min−2) |
Efforts in respective threshold band with respect to activity time |
Portillo et al. [116] |
Rugby Sevens | GPS | GPSports | SPI Pro X | 15 Hza | N/S | N/S | Acc | N/S | N/S |
Z1: > 1.5 Z2: > 2.0 Z3: > 2.5 Z4: > 2.75 |
Counts (n) |
Efforts in respective threshold band |
Rennie et al. [117] |
Australian Football | GPS | Catapult Sports | Optimeye S5 | 10 Hz | 1.1 ± 0.1 | 18.2 ± 1.1 |
Acc Dec |
N/S |
0.2 s Two Samples |
Efforts: > 2.78 |
Counts (n) |
Two consecutive samples in respective threshold band |
Romero-Moraleda et al. [118] |
Field Hockey | GPS | GPSports | SPI Elite | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Low: 1–1.9 Moderate: 2–2.9 High: > 3 |
Counts per minute (n/min−2) |
Efforts in respective threshold band with respect to activity time |
Russell et al. [119] | Soccer | GPS | STATSports | Viper | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Total: > 0.5 High: > 3 |
Counts (n) |
Efforts in respective threshold band |
Russell et al. [120] |
Soccer | GPS | STATSports | Viper | 10 Hz | N/S | N/S |
Acc Dec |
N/S | 0.5 s |
Total: > 0.5 High: > 3 |
Counts (n) |
Efforts in respective threshold band |
Sangnier et al. [121] |
Soccer | GPS | K-Sport | K-GPS | 10 Hz | N/S | N/S |
Acc Dec |
N/S | 0.4 s (over 3 s threshold) |
Distance: > 2 Counts: > 3 |
Counts per minute (n/min−2) Distance per min (m/min) |
Efforts > 0.4 s (over 3 m s−2 threshold). Distance in threshold band with respect to activity time |
Silva et al. [122] |
Soccer | GPS | STATSports | Viper | 10 Hz | N/S | N/S |
Acc Dec |
N/S | 0.5 s |
Z1: > 2 Z2: > 2.5 Z3: > 3 |
Counts (n) Counts per minute (n/min−2) |
Efforts in respective threshold band lasting at least 0.5 s of magnitude > 0.5 m s−2 |
Smpokos et al. [123] |
Soccer | GPS | STATSports | Viper Pod 2 | 10 Hz | N/S | N/S |
Acc Dec |
N/S | 0.5 s |
Total: > 2 |
Counts (n) and counts per minute (n/min−2) | Efforts in respective threshold band lasting at least 0.5 s of magnitude > 0.5 m s−2 |
Smpokos et al. [124] | Soccer | GPS | STATSports | Viper Pod 2 | 10 Hz | N/S | N/S |
Acc Dec |
N/S | 0.5 s |
Total: > 2 |
Counts (n) and counts per minute (n/min−2) | Efforts in respective threshold band lasting at least 0.5 s of magnitude > 0.5 m s−2 |
Stevens et al. [125] |
Soccer | LPS | Inmotio | Inmotio LPS | 24 Hz | N/A | N/A | Acc |
Weighted Gaussian Average |
N/S | > 2 |
Distance (m) |
Distance in respective threshold band |
Stevens et al. [126] |
Soccer | LPS | Inmotio LPS | Inmotio LPS | 31 Hz | N/A | N/A |
Acc Dec |
Weighted Gaussian Average |
0.5 s |
Medium: > 1.5 High: > 3 |
Counts (n) |
Efforts in respective threshold band |
Suarez-Arrones et al. [127] |
Rugby Sevens | GPS | GPSports | SPI Pro X | 15 Hza | N/S | N/S |
Acc Dec |
N/S | 1 s |
Maximal: 2.78–4 Extremely high: > 4 |
Counts (n) |
1-s at > 2.78 m s−2 or above |
Suarez-Arrones et al. [128] | Rugby Union | GPS | GPSports | SPI Pro X | 15 Hza | N/S | N/S | Acc | N/S | N/S |
Maximal: > 2.78 |
Counts (n) |
Efforts in respective threshold band |
Sullivan et al. [129] |
Australian Football | GPS | Catapult Sports | MinimaxX Team Sport 2.5 | 10 Hz | 1.25 ± 0.19 | N/S | Acc | N/S | N/S |
One Threshold: 0–4 |
Counts per minute (n/min−2) |
Efforts with respect to activity time |
Sullivan et al. [130] |
Australian Football | GPS | Catapult Sports | MinimaxX Team Sport 2.5 | 10 Hz | 1.25 ± 0.19 | N/S | Acc | N/S | N/S |
One Threshold: 0–4 |
Counts per minute (n/min−2) |
Efforts with respect to activity time |
Sweeting et al. [131] |
Netball | Radio Tracking System | WASP | WASP Node | 10 Hz | N/A | N/A | Acc | Kalman Filter | N/S | N/A |
Intensity-based clusters (m s−2) |
Acceleration calculated from velocity data. |
Tee et al. [132] |
Rugby Union | GPS | GPSports | SPI Pro | 10 Hz | N/S | N/S | Acc | N/S | N/S |
Efforts: > 2.75 |
Minutes per Accel (n/min) |
Efforts with respect to activity time |
Tee et al. [133] |
Rugby Union | GPS | GPSports | SPI Pro | 5 Hz | N/S | N/S | Acc | N/S | 1 s |
Maximal: > 2.75 |
Minutes per Accel (n/min) |
Efforts in respective threshold band with respect to activity time |
Tee et al. [134] | Rugby Union | GPS | GPSports | SPI Pro | 5 Hz | N/S | N/S | Acc | N/S | N/S |
Total: > 2.75 |
Minutes per Accel (n/min) | Efforts in respective threshold band with respect to activity time |
Thornton et al. [135] |
Rugby League | GPS | GPSports | SPI HPU | 15 Hza | N/S | N/S |
Acc Dec |
N/S | N/S | N/A |
Acc/Dec Load (AU) |
Average absolute value of all acc/dec data relative to a defined period. Absolute value multiplied by defined duration to convert to load metric |
Varley & Aughey [136] | Soccer | GPS | GPSports | SPI Pro | 5 Hz | N/S | 8 ± 1 | Acc | N/S | N/S |
Maximal: > 2.78 |
Counts (n) |
Efforts in respective threshold band |
Varley et al. [137] |
Soccer Rugby League Australian Football |
GPS |
AF & RL: Catapult Sports Soccer: GPSports |
AF & RL: MinimaxX Team Sport 2.5 Soccer: SPI Pro |
5 Hz | N/S | N/S | Acc | N/S | N/S |
Maximal: > 2.78 |
Counts (n) Counts per minute (n/min−2) |
Efforts in respective threshold band. Efforts in respective threshold band with respect to activity time |
Vazquez-Guerrero et al. [138] |
Basketball | LPS | Realtrack Systems |
WIMU Pro |
20 Hz | N/A | N/A |
Acc Dec |
N/S | N/S |
Total Acc: All counts High intensity: > 2 |
Peak acceleration (m s−2) Counts (n) Counts per minute (n/min−2) |
Highest acc value obtained during analysed period. Efforts in respective threshold band. Efforts in respective threshold band with respect to activity time |
Vescovi & Frayne [139] | Field Hockey | GPS | GPSports | SPI Pro | 5 Hz |
Values < 4 |
8–12 Satellites connected during collection |
Acc Dec |
N/S | N/S | All events |
Counts (n) |
Efforts in respective threshold band |
Vigh-Larsen et al. [140] |
Soccer | Radio Tracking System | Chryon-Hego |
ZXY Tracking System |
20 Hz | N/A | N/A |
Acc Dec |
N/S | 0.5 s | Total: > 2 |
Counts (n) Counts per minute (n/min−2) |
Efforts lasting at least 0.5 s and reaching at least 1 m s−2 Efforts lasting for at least 0.5 s and reaching at least 1 m s−2. |
Wehbe et al. [141] | Soccer | GPS | GPSports | SPI Pro | 5 Hz | N/S | N/S |
Acc Dec |
N/S | 0.5 s |
Medium: 2.5–4 High: > 4 |
Counts (n) |
Efforts in respective threshold band lasting at least 0.5 s |
Wellman et al. [142] |
American Football | GPS | Catapult Sports |
MinimaxX S5 |
10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Low: 0–1.0 Medium: 1.1–2.0 High: 2.1–3.0 Maximal: > 3.0 |
Distance (m) |
Distance attained in respective threshold band |
Wellman et al. [143] | American Football | GPS | Catapult Sports |
Optimeye S5 |
10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Low: 0–1.0 Medium: 1.1–2.0 High: 2.1–3 Maximal: >− 3 |
Distance (m) |
Distance attained in respective threshold band |
Wellman et al. [13] | American Football | GPS | GPSports | SPI HPU | 15 Hza | N/S | N/S |
Acc Dec |
N/S | N/S |
Moderate: 1.5–2.5 High: 2.6–3.5 Maximal: > 3.5 |
Counts (n) |
Efforts in respective threshold band |
White & MacFarlane [144] |
Field Hockey | GPS | Catapult Sports | MinimaxX | 5 Hz |
Scotland Analysis: 1.3 ± 0.4 Ukraine Analysis: 1.0 ± 0.4 |
Scotland Analysis: 12.3 ± 1.0 Ukraine Analysis: 10.3 ± 1.2 |
Acc | N/S | N/S |
High: > 2 |
Counts (n) | Efforts in respective threshold band |
White & MacFarlane [145] |
Field Hockey | GPS | Catapult Sports | MinimaxX | 5 Hz |
Scotland Analysis: 1.3 ± 0.4 Ukraine analysis: 1.0 ± 0.4 |
Scotland Analysis: 12.3 ± 1.0 Ukraine Analysis: 10.3 ± 1.2 |
Acc Dec |
N/S | 1 s |
High: > 2 |
Counts (n) |
Efforts in respective threshold band lasting for at least 1 s |
White & MacFarlane [146] |
Field Hockey | GPS | Catapult Sports | MinimaxX | 5 Hz | 0.99 ± 0.2 | 11.2 ± 1.3 | Acc | N/S | > 1 s |
High intensity: > 3 |
Counts (n) |
Efforts in respective threshold band lasting at least 0.5 s |
Yamamoto et al. [147] | Rugby Union | GPS | GPSports | SPI Pro X | 5 Hz | N/S | N/S | Acc | N/S | N/S |
AZ1: 1.5–2.0 AZ2: 2–2.5 AZ3: > 2.5 |
Counts (n) |
Efforts in respective threshold band |
Young et al. [148] |
Hurling | GPS | STATSports | Viper Pod | 10 Hz | N/S | N/S |
Acc Dec |
N/S | N/S |
Total: > 2 |
Counts (n) |
Efforts in respective threshold band |
a15-Hz device interpolated from 5 Hz