Wearonomics Verified Human Movement Program — 25 Datasets (2026)

Type: Empirical extension study
Status: Completed

This 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

  • D25 - South to North Bondi

    Bondi, NSW - 4.85 km | 74 min | Elev 43

  • D24 - Camperdown Park

    Camperdown, NSW - 3.1 km | 74 min | Elev 27

  • D23 - Glebe by Night

    Glebe, NSW - 6 km | 93 min | Elev 20

  • D22 - Duck Pond

    Centennial Parklands, NSW - 3.3 km | 58 min | Elev 13

  • D21 - Ray O'Keefe Reserve

    North Bondi, NSW - 1.64 km | 36 min | Elev 39

  • D20 - South to North Coogee

    Coogee, NSW - 4 km | 64 min | Elev 63

  • D19 - Federal Park

    Annandale, NSW - 4.5 km | 70 min | Elev 32

  • D18 - Victoria Park

    Camperdown, NSW - 3.05 km | 54 min | Elev 47

  • D17 - Gap Park to Camp Cove

    Watsons Bay, NSW - 6.2 km | 116 min | Elev 126

  • D16 - Flying-fox Colony

    Centennial Parklands, NSW - 1.5 km | 31 min | Elev 7

  • D15 - Glebe to Darling Harbour

    Darling Harbour, NSW - 8.8 km | 115 min | Elev 107

  • D14 - University of Sydney

    Camperdown, NSW - 6.80 km | 100 min | Elev 66

  • D13 - Guriwal Trail

    Centennial Parklands, NSW - 0.78 km | 15 min | Elev 3

  • D12 - Cabarita Beach

    Cabarita Park, NSW - 3.3 km | 73 min | Elev 47

  • D11 - L1 to Fish Market

    Jubilee Park, NSW - 4.07 km | 60 min | Elev 29

  • D10 - Moore Park Golf

    Moore Park, NSW - 2.05 km | 33 min | Elev 40

  • D09 - Glebe Foreshore

    Glebe, NSW - 3.8km | 50 min | Elev 20

  • D08 - Malabar Rifle

    Malabar Headland, NSW - 3.8 km | 40 min | Elev 56

  • D07 - Darwins Trail

    Wentworth Falls, NSW - 5.8 km | 92 min | Elev 126

  • D06 - Bronte Park / Tamarama Beach

    Bronte, NSW - 3 km | 50 min | Elev 54

  • D05 - Queens Park

    Queens Park, NSW - 3.5 km | 44 min | Elev 54

  • D04 - Malabar Headland

    Malabar, NSW - 4 km | 57 min | Elev 62

  • D03 - South Maroubra

    Maroubra Beach, NSW - 3 km | 70 min | Elev 200+

  • Fred Hollows

    D02 - Fred Hollows

    Randwick, NSW - 1 km | 23 min | Elev 41 m

  • Fearnley Grounds Walk

    D01 - Fearnley Grounds

    Centennial Park, NSW - 5 km | 102 min | Elev 55m