Wearonomics Verified Human Movement Program — 25 Datasets (2026)
Type: Empirical extension study
Status: CompletedThis program represents the second structured application of the Wearonomics framework to verify human movement across a continuous set of real-world wearable datasets. A total of 25 sessions were processed, where recorded activity was evaluated through explicit validation rules to determine whether movement could be attributed to genuine human locomotion.
25 datasets processed
96.84 km recorded
26.57 hours logged
1,228.0 validated minutes
410.2 non-validated minutes
74.9% validation efficiency
125.6 total credits (aggregated across validation runs)
Across the program, 96.84 kilometres and 26.57 hours of activity were recorded. Of the total time, 1,228.0 minutes were verified as human movement, while 410.2 minutes were excluded as non-validated segments, resulting in a validation efficiency of 74.9 percent. These verified segments were systematically translated into ledger entries, producing a total of 125.6 credits.
The dataset-level results show consistent system behaviour. Sessions with sustained and uninterrupted movement, such as D15 and D17, generated higher credit outputs, while shorter or interrupted sessions, such as D13, produced minimal attribution. This confirms that the framework does not rely on raw activity volume, but on the ability to verify movement as human and continuous.
Due to processing constraints, datasets were validated in sequential batches and later aggregated into a unified ledger. The final accumulation shows a continuous and coherent growth profile, with no discontinuities across runs, demonstrating that the system remains stable under segmented execution and scalable across larger dataset collections.
This program provides empirical evidence that wearable-derived data can be transformed into verifiable representations of human movement and consistently attributed within a structured ledger. The results establish a foundation for extending the framework into operational environments.
The next phase will introduce a digital payment cycle, where credits generated through verified human movement are directly linked to dataset submission, enabling the evaluation of incentive-based participation under real-world conditions.
Chart 1: Credit Distribution Across Individually Validated Movement Datasets
Chart 2: Proportion of Validated Movement Versus Non-Validated Time Across 25 Datasets
Table 1— Validated Ledger Output (Datasets D01–D25)
Individual Dataset Reports — 25 Sessions
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D25 - South to North Bondi
Bondi, NSW - 4.85 km | 74 min | Elev 43
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D24 - Camperdown Park
Camperdown, NSW - 3.1 km | 74 min | Elev 27
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D23 - Glebe by Night
Glebe, NSW - 6 km | 93 min | Elev 20
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D22 - Duck Pond
Centennial Parklands, NSW - 3.3 km | 58 min | Elev 13
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D21 - Ray O'Keefe Reserve
North Bondi, NSW - 1.64 km | 36 min | Elev 39
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D20 - South to North Coogee
Coogee, NSW - 4 km | 64 min | Elev 63
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D19 - Federal Park
Annandale, NSW - 4.5 km | 70 min | Elev 32
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D18 - Victoria Park
Camperdown, NSW - 3.05 km | 54 min | Elev 47
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D17 - Gap Park to Camp Cove
Watsons Bay, NSW - 6.2 km | 116 min | Elev 126
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D16 - Flying-fox Colony
Centennial Parklands, NSW - 1.5 km | 31 min | Elev 7
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D15 - Glebe to Darling Harbour
Darling Harbour, NSW - 8.8 km | 115 min | Elev 107
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D14 - University of Sydney
Camperdown, NSW - 6.80 km | 100 min | Elev 66
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D13 - Guriwal Trail
Centennial Parklands, NSW - 0.78 km | 15 min | Elev 3
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D12 - Cabarita Beach
Cabarita Park, NSW - 3.3 km | 73 min | Elev 47
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D11 - L1 to Fish Market
Jubilee Park, NSW - 4.07 km | 60 min | Elev 29
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D10 - Moore Park Golf
Moore Park, NSW - 2.05 km | 33 min | Elev 40
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D09 - Glebe Foreshore
Glebe, NSW - 3.8km | 50 min | Elev 20
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D08 - Malabar Rifle
Malabar Headland, NSW - 3.8 km | 40 min | Elev 56
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D07 - Darwins Trail
Wentworth Falls, NSW - 5.8 km | 92 min | Elev 126
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D06 - Bronte Park / Tamarama Beach
Bronte, NSW - 3 km | 50 min | Elev 54
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D05 - Queens Park
Queens Park, NSW - 3.5 km | 44 min | Elev 54
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D04 - Malabar Headland
Malabar, NSW - 4 km | 57 min | Elev 62
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D03 - South Maroubra
Maroubra Beach, NSW - 3 km | 70 min | Elev 200+
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D02 - Fred Hollows
Randwick, NSW - 1 km | 23 min | Elev 41 m
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D01 - Fearnley Grounds
Centennial Park, NSW - 5 km | 102 min | Elev 55m