Claim

Remote work causes higher productivity.

Type CAUSAL · truth-evaluable: yes · status at snapshot: ACTIVE · created seq 15

Referenced 120 times: checked 0, looked up by assistants 0, viewed 118, shared 2. A count of attention, not evidence.

Topics

Employment · d6193340

Assessment

Supported

Score: 0.8540 under ledger-default@0.3.0 at snapshot 27745

3 of 4 review checks done · 3 counted

3 independent evidence lineages · review checks 3 of 4 · stability LOW

Main unresolved issue: 2 counted evidence items have no independence review; repeats of one origin may be counted as several coverage:22ec82c8-ed44-86e6-b269-1bb3d477d9a2

Not yet independently audited.This assessment depends heavily on modeling choices.

Why?

Strongest counted support: A King's College London study found productivity rose 10.5 per cent after Tempo BPO moved to fully remote work. weight 1.800000 evidence

Review gaps: independence reviewed

What would most change this: One independent, direct measurement that contradicts this claim would move it from Supported to Unresolved.

Hide calculation

0.8540 under ledger-default@0.3.0 at snapshot 27745 · state Supported · Review checks: 3 of 4 · stability LOW · 3 sources, 3 independent lineages

Model ledger-default@0.3.0 (the default model, not the answer) · snapshot 27745 · trace sha256:72769277ed0fba533d49db657ff7089ec4b9916347dd21b733e218951fe5c946

Last changed at entry seq 10803; nothing logged since has borne on this claim.

How the number was reached

Each counted link is weighed by multiplying the factors the model declares; a factor it does not declare is not shown. Every factor name below links to what that number means.

Link	Working	Weight	Counted as
6a1c7f3f support	relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1	1.800000	1.800000
3427308b support	relevance WEAK 0.2 × observation DATASET_RESULT 0.9 × interpretation 2 steps, 1 − 0.15 × 2 0.700000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1	0.126000	0.126000
ad4fcc50 support	relevance MODERATE 0.6 × observation DATASET_RESULT 0.9 × interpretation 1 step, 1 − 0.15 × 1 0.850000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1	0.459000	0.459000

prior 0.35 → log-odds -0.619039 + 2.385000 (the counted weights) = 1.765961 → probability 0.8540

Under neighbouring settings of the same model: 0.7409 to 0.9228, a spread of 0.1819.

Half-even rounding, six places for weights and four for the probability. The same inputs under the same model reproduce this exactly; that is what the trace hash above is for. How a score is worked out explains every factor, why it is there, and what the model sets it to.

Your view

Registered views

Nobody has registered a view yet.

Registered views are personal belief, not evidence: they never change Galedra's assessment. Affiliations are self-declared and shown only for groups of 5 or more.

Evidence for

62% of 400 surveyed respondents reported higher productivity.

From Acme Remote Work Survey 2026 Read — Relevance WEAK Steps 2 Counted

a satisfaction survey is not a causal design
A King's College London study found productivity rose 10.5 per cent after Tempo BPO moved to fully remote work.

From Study shows working from home has potential to significantly boost productivity Read 2026-09-22 Relevance DIRECT Steps 0 Counted
The randomized hybrid-WFH study reported an 8% increase in lines of code and 1.8% higher self-assessed productivity.

From How hybrid working from home works out Read 2026-09-28 Relevance MODERATE Steps 1 Counted

Evidence against

None.

Qualifications

None.

Suppressed as dependent

None.

Inferences

Concluded from

None.

Used as a premise in

None.

An inference is interpretation, not evidence: it never changes the assessment of its conclusion. Each premise is a claim with its own evidence.

Threads

None. Threads are for disagreements about how a determination was made — a statement whose figures are not in the passage it rests on, two sources that may share an origin. Something about the world belongs in the evidence above.

Claim edges

None. Edges are stored and displayed; v0.1 does not propagate probability across them.

Review checklist

Review checks: 3 of 4

Check	Done	By
qualifiers reviewed	yes	14d5a76a, 14d5a76a
opposing search done	yes	836839d4, 836839d4
independence reviewed	no
primary source reviewed	yes	3427308b, ad4fcc50

Summary

Supported. The main support is: A King's College London study found productivity rose 10.5 per cent after Tempo BPO moved to fully remote work. ddc42af7

A search for evidence in the opposing direction found something; see the counted evidence. 836839d4

Review checks: 3 of 4. coverage:22ec82c8-ed44-86e6-b269-1bb3d477d9a2

Generated by stub-v0.1; every sentence cites graph ids.

Contribution history

seq	event	detail
15	APPENDED
16	ACCEPT
87	AUDIT	CONFIRMED
83	LINK_EVIDENCE	by ed4ff57f (accepted)
7118	TASK_RESULT	by 8b5e81bf (accepted)
8940	TASK_RESULT	by 1efd24fe (accepted)

Score trace

{
  "claim": "22ec82c8-ed44-86e6-b269-1bb3d477d9a2",
  "links": [
    {
      "link": "12c3e688-a1be-8be3-b00f-a0406a1c7f3f",
      "group": null,
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "11511941-3e9d-87a7-9d8c-333bddc42af7",
      "direction": "SUPPORT",
      "magnitude": "1.800000",
      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
      "observation": "DIRECT_TEXT",
      "source_type": "WEBSITE",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "1.800000",
      "interpretive_steps": 0
    },
    {
      "link": "3c162e46-95df-83c7-aa4c-ed003427308b",
      "group": "bb9bb008-71c6-8ccc-9bf9-268e1b5ff9db",
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "a791c84d-ab89-8439-bdb8-51d872ea8117",
      "direction": "SUPPORT",
      "magnitude": "0.126000",
      "relevance": "WEAK",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
      "observation": "DATASET_RESULT",
      "source_type": "DATASET",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": true,
      "effective_weight": "0.126000",
      "interpretive_steps": 2
    },
    {
      "link": "f563dd22-e1b7-8a3e-8ead-08e7ad4fcc50",
      "group": null,
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "806d7436-62ca-8c28-83c3-2b1dc91fb4e5",
      "direction": "SUPPORT",
      "magnitude": "0.459000",
      "relevance": "MODERATE",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
      "observation": "DATASET_RESULT",
      "source_type": "PRIMARY_TEXT",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.459000",
      "interpretive_steps": 1
    }
  ],
  "model": "ledger-default@0.3.0",
  "prior": "0.35",
  "variants": {
    "spread": "0.1819",
    "permissive": "0.9228",
    "conservative": "0.7409"
  },
  "code_hash": "sha256:c61a6fdf35a754a0d7e958df149036a083c0eaeb7d2d2e52704ec32b0c36def7",
  "contested": false,
  "stability": "LOW",
  "claim_type": "CAUSAL",
  "config_hash": "sha256:86768038080b8ab5233f1e4b7aba10af05b5bb44caa432095150b90e81209809",
  "probability": "0.8540",
  "provisional": true,
  "evidence_sum": "2.385000",
  "snapshot_seq": 10803,
  "prior_log_odds": "-0.619039",
  "support_groups": 3,
  "model_dependent": true,
  "review_coverage": "0.75",
  "truth_evaluable": true,
  "assessment_state": "SUPPORTED",
  "review_checklist": {
    "qualifiers_reviewed": {
      "by": [
        "01a0bf29-4404-77bd-b6fb-a25614d5a76a",
        "01a0bf29-4404-77bd-b6fb-a25614d5a76a"
      ],
      "ok": true
    },
    "opposing_search_done": {
      "by": [
        "01a0bf29-43fd-7e86-8ec1-75a4836839d4",
        "01a0bf29-43fd-7e86-8ec1-75a4836839d4"
      ],
      "ok": true
    },
    "independence_reviewed": {
      "by": [],
      "ok": false
    },
    "primary_source_reviewed": {
      "by": [
        "3c162e46-95df-83c7-aa4c-ed003427308b",
        "f563dd22-e1b7-8a3e-8ead-08e7ad4fcc50"
      ],
      "ok": true
    }
  },
  "contradict_groups": 0,
  "rounding_boundary": false,
  "posterior_log_odds": "1.765961",
  "not_applicable_reason": null,
  "independence_unreviewed": 2
}