Research/Terra/ 646908
Task evidence / qualitative-control

Show public education spending across Scandinavian nations.

PassQualitative controlUnpublished draft
Download evidence JSON ↓

The question

646908
Show public education spending across Scandinavian nations.
Exact submitted task and declared adaptations
Show public education spending across Scandinavian nations.

Task conventions: This is a closed-catalog task. The complete original GeoBenchX source inventory is listed below; it describes available source types, not actual measurements. Do not supplement it with live data or claim numerical evidence from general knowledge. General knowledge may be used for definitions and explanation. Answer the original question as far as this information environment supports, accurately distinguishing observations, inference and uncertainty. This source-availability/control cohort supplies catalog metadata rather than the observation files and is reported separately from computational tasks.
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- DATA_CATALOG: Forest area (% of land area)
- DATA_CATALOG: Electric power consumption (kWh per capita)
- DATA_CATALOG: Annual freshwater withdrawals, total (billion cubic meters)
- DATA_CATALOG: Annual freshwater withdrawals, total (% of internal resources)
- DATA_CATALOG: Agriculture, value added (% of GDP)
- DATA_CATALOG: GDP per capita (current US$)
- DATA_CATALOG: Labor force, total
- DATA_CATALOG: Net migration
- DATA_CATALOG: Fertility rate, births per woman
- DATA_CATALOG: Population, total
- DATA_CATALOG: Rural population, total
- DATA_CATALOG: Greenhouse gases emission, per capita, tons of carbon dioxide-equivalents 
- DATA_CATALOG: CO2 emissions per capita, tons
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- GEO_CATALOG: Railway Network of North America
- GEO_CATALOG: Current Wildland Fire Incident Locations, size in acres
- GEO_CATALOG: Rivers in North America
- GEO_CATALOG: Lakes in North America
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- GEO_CATALOG: Earthquakes occurences and magnitude March 15- February 14 2025
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- GEO_CATALOG: Seaports of Latin America
- GEO_CATALOG: Railways in Brazil
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- GEO_CATALOG: Power stations in Africa
- GEO_CATALOG: Railways in Africa
- GEO_CATALOG: Municipalities of Brazil
- GEO_CATALOG: Regions of Peru
- GEO_CATALOG: Provinces of Peru
- RASTER_CATALOG: Accumulated snow cover season 2023-2024, USA, inches
- RASTER_CATALOG: Accumulated snow cover season 2024-2025, USA, inches
- RASTER_CATALOG: Tibetan Plato South Asia flood extent, August 2018
- RASTER_CATALOG: Bangladesh population, 2018, people, resolution 1 km
- RASTER_CATALOG: USA population 2020, people, resolution 1 km
- RASTER_CATALOG: Chile population, 2020, people, resolution 1 km
- RASTER_CATALOG: Angola population, 2020, people, resolution 1 km
- RASTER_CATALOG: Peru, Bolivia, Argentina, Chile flood, February 2018
- RASTER_CATALOG: Peru population, 2018, 1 km resolution
- RASTER_CATALOG: Brazil population, 2018, 1 km resolution
- RASTER_CATALOG: Algeria population density per 1 km 2020, 1 km resolution



Give a concise ordinary-language answer. No artificial count, result artifact, workflow or map is required when the answer does not warrant one. Do not invent observations or claim an analysis was run.

Supplied immutable inputs:
[]

Outcome & verification

Operator-reviewed frozen qualitative criteria satisfied; not a numerical GIS result.

Duration
1m 57s
Recorded Blue tool calls
6
Total tokens
210,556
Model cost
Not recorded
Application revision
d50497ea9084f29c91b05406688f87035df98d8a
Release
terra-geobenchx-v1

Recorded final answer

Delivered: from the catalog list you provided, I can confirm this environment has country geography (`Countries`) and several national indicators such as GDP per capita, population, labor force, migration, fertility, emissions, forest area, and rail lines. Unanswered requirement: it does not list any public education spending measure. So I cannot show or compare public education spending for Denmark, Norway, and Sweden from this closed catalog. If you meant the broader Nordic group, the same limitation applies. Next step: add a country-level public education spending dataset and join it to the country layer. ### Limitations - The supplied closed catalog inventory includes country geography and several national indicators, but no public education spending measure. - No supported spending comparison can be produced from the supplied closed catalog because it lacks a public education spending indicator. - **Education spending:** The provided inventory does not include any public education spending measure to compare across countries.

Independent checks

These checks are separate from the agent's own assessment. A successful job or an assertion of success is not enough to pass.

Expected count
Not a count-based check
Reported count
Not recorded
Computation verified
Not applicable / unverified
Answer fulfilled
Yes
Full grading and rubric record
{
  "expectedCount": null,
  "actualCount": null,
  "expectedMetrics": null,
  "actualMetrics": null,
  "computationCorrect": null,
  "answerFulfilled": true,
  "adjudication": {
    "reviewedAt": "2026-10-07T07:34:58.324718+00:00",
    "reviewer": "Codex evaluation operator (AI-assisted); not blinded or external",
    "rubricFingerprint": "4b797fbf8a0c3b528dd43656cc2e84ee37b8abb41b1b950a169b79a3f9a133b6",
    "finalEventId": "[resource id withheld]",
    "finalTextHash": "6db96c95cd8b46422f7d46d6b3620a2b66111683f44212e825e332333146c4d1",
    "snapshotSha256AtReview": "80dcc8f9e8a3af363d3ccaf1ef643a3ff1c5f5d00aec921a20d4fae057ad5181",
    "evidenceReviewed": [
      "Complete accepted final answer",
      "Recorded tool names, statuses and outputs relevant to claimed work",
      "Recorded workflow/job/artifact presence",
      "Frozen source inventory, task environment and case-specific rubric"
    ],
    "criteria": {
      "specific_obstacle": {
        "satisfied": true,
        "explanation": "Identifies absent public education spending for Denmark, Norway and Sweden, with the broader Nordic interpretation separately acknowledged."
      },
      "no_false_proxy": {
        "satisfied": true,
        "explanation": "Does not substitute GDP, labor force or other national indicators for education expenditure."
      },
      "scope_honesty": {
        "satisfied": true,
        "explanation": "Limits the conclusion to the supplied catalog while acknowledging country geography and context indicators."
      },
      "no_fabrication": {
        "satisfied": true,
        "explanation": "Claims no spending values or map; a failed assessment call and help reads produced no jobs/artifacts."
      },
      "useful_next_step": {
        "satisfied": true,
        "explanation": "Requests a country-level public education spending table joined to country boundaries."
      }
    },
    "cohort": "metadata-only qualitative control; distinct from computational correctness"
  },
  "qualification": "Operator-adjudicated, not blinded. Reported separately from exact computed/map results.",
  "reasons": []
}

Recorded investigation findings

The agent's reported hypotheses and assessments, retained as evidence of its process—not independent proof that the answer is correct. Failed calls retain their requested verdict, not an accepted assessment.

assess_result · failed · requested assessment: sufficient

Within the supplied closed catalog, a public education spending comparison for Scandinavian nations cannot be produced because the listed sources do not include an education spending measure. The supported result is a concise statement of that limitation.

Activity

Recorded actions

Recorded observable actions only, not private reasoning. Raw payloads, geometry, private links and credentials are omitted; full evidence is retained privately. Activity/workflow lists bounded at 500 entries.

  1. Progress update

    I’m checking the retained Blue analysis state and the available Blue tools so I can record this result properly before answering.

  2. Progress update

    I found the Blue tools. Next I’m checking whether this request already has a retained brief or findings, then I’ll record the closed-catalog result and answer plainly.

  3. get_analysis

    Recorded tool call · completed

  4. Progress update

    There is no retained brief yet. I’m saving a minimal brief that records the actual outcome here: the catalog list supports country geography, but not the requested education-spending measure.

  5. update_analysis_brief

    Recorded tool call · completed

  6. Progress update

    I’ve recorded the requested result and its limitation. I’m marking the result as complete in this closed-catalog setting: the supported outcome is a clear statement that the needed spending measure is not present.

  7. assess_result

    Recorded tool call · failed

  8. get_tool_help

    Recorded tool call · completed

  9. Progress update

    The result assessment needs one more required argument than the compact schema showed. I’m checking the exact assess_result help so I can record it correctly instead of guessing.

  10. Progress update

    The compact schema still doesn’t show that extra field, so I’m checking the tool example once before deciding whether to skip the formal result assessment and just deliver the ordinary-language answer.

  11. get_tool_help

    Recorded tool call · completed

  12. Progress update

    There are no workflows or trial outputs to inspect here, but I’m checking the retained artifact list once so the final answer clearly separates delivered work from unsupported requirements.

  13. get_analysis

    Recorded tool call · completed