knobit.org

Skill assessment: knobit registers, test items and answer grading

schema:Dataset

https://knobit.org/id/register/skill-assessment

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LCG purposesAssessing the learner's knowledge or skill state
LCG purposesOpening up a learning outcome
LCG purposesSelecting an assessment task or learning activity
conforms to profilehttps://oppekava.edu.ee/a/Knobitite_kirjeldamise_ja_seostamise_reeglid#LCG-KNOBIT-0.1
dcterms:descriptionReviewing a knobit register so that an assessment can infer from it, writing and reviewing rubric-graded test items whose criteria each observe one knobit set, and grading answers criterion by criterion as a calibrated grader would: the competence the skill-assessment skill applies, and that skill-tests assesses in the AI models it uses as judge, item writer and knobit developer. en
dcterms:identifierSCOPE-1
dcterms:licensehttps://creativecommons.org/licenses/by/4.0/
dcterms:rightsCopyright 2026 Peep Küngas. Licensed under CC BY 4.0.
dcterms:titleSkill assessment: knobit registers, test items and answer grading en
owl:sameAshttps://bitbucket.org/reffa/ontology/skills/skill-assessment
schema:licensehttps://creativecommons.org/licenses/by/4.0/
skos:noteaudience: Assessment designers, item writers and graders, and AI models assessed by skill-tests for these roles en
skos:notedomain: Educational and psychological assessment, competence-based knowledge space theory, evaluation with LLM judges en
skos:notelevel: Professional practice in test development and scoring as set by the Standards for Educational and Psychological Testing (2014), chapters 1, 2, 4 and 6, with knobit work to LCG-KNOBIT 0.1 en

Items and references

Standards for Educational and Psychological Testing schema:CreativeWork

https://knobit.org/id/register/skill-assessment#REF-1

dcterms:identifierREF-1
dcterms:publisherAmerican Educational Research Association, American Psychological Association and National Council on Measurement in Education
dcterms:titleStandards for Educational and Psychological Testing en
schema:version2014
skos:notetarget level: Professional practice in test development and scoring as set by the Standards for Educational and Psychological Testing (2014), chapters 1, 2, 4 and 6, with knobit work to LCG-KNOBIT 0.1 en

OWASP Top 10 for LLM Applications schema:CreativeWork

https://knobit.org/id/register/skill-assessment#REF-3

dcterms:identifierREF-3
dcterms:publisherOWASP Foundation
dcterms:titleOWASP Top 10 for LLM Applications en
schema:version2025
skos:notetarget level: Professional practice in test development and scoring as set by the Standards for Educational and Psychological Testing (2014), chapters 1, 2, 4 and 6, with knobit work to LCG-KNOBIT 0.1 en

sa-knobit-register-review C1: a cycle through K12-3 and K12-10 edu:Question

https://knobit.org/id/register/skill-assessment#TA-101

dcterms:identifierTA-101
rdfs:labelsa-knobit-register-review C1: a cycle through K12-3 and K12-10 en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC1 (2 points)
solvable withset of Recognises a cycle in the mastery implications

sa-knobit-register-review C1: the cycle broken at the link that is not an implication edu:Question

https://knobit.org/id/register/skill-assessment#TA-102

dcterms:identifierTA-102
rdfs:labelsa-knobit-register-review C1: the cycle broken at the link that is not an implication en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC1 (2 points)
solvable withset of Repairs a relation wrongly recorded as a mastery implication

sa-knobit-register-review C2: K12-7 checks the credit record and records the outcome in one knobit edu:Question

https://knobit.org/id/register/skill-assessment#TA-103

dcterms:identifierTA-103
rdfs:labelsa-knobit-register-review C2: K12-7 checks the credit record and records the outcome in one knobit en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC2 (2 points)
solvable withset of Recognises a compound knobit

sa-knobit-register-review C2: K12-7 split into two single-action knobits edu:Question

https://knobit.org/id/register/skill-assessment#TA-104

dcterms:identifierTA-104
rdfs:labelsa-knobit-register-review C2: K12-7 split into two single-action knobits en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC2 (2 points)
solvable withset of Splits a compound knobit into single-action knobits

sa-knobit-register-review C3: K12-2 and K12-9 one identity under two names edu:Question

https://knobit.org/id/register/skill-assessment#TA-105

dcterms:identifierTA-105
rdfs:labelsa-knobit-register-review C3: K12-2 and K12-9 one identity under two names en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC3 (2 points)
solvable withset of Recognises one knobit identity under two names

sa-knobit-register-review C3: K12-9 merged into K12-2, its name in alt_names edu:Question

https://knobit.org/id/register/skill-assessment#TA-106

dcterms:identifierTA-106
rdfs:labelsa-knobit-register-review C3: K12-9 merged into K12-2, its name in alt_names en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC3 (2 points)
solvable withset of Merges two knobits of one identity

sa-knobit-register-review I1: K12-8 analyses data edu:Question

https://knobit.org/id/register/skill-assessment#TA-107

dcterms:identifierTA-107
rdfs:labelsa-knobit-register-review I1: K12-8 analyses data en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI1 (2 points)
solvable withset of Recognises a knobit with a generic target object

sa-knobit-register-review I1: K12-3 depends on K12-1 because income is identified first edu:Question

https://knobit.org/id/register/skill-assessment#TA-108

dcterms:identifierTA-108
rdfs:labelsa-knobit-register-review I1: K12-3 depends on K12-1 because income is identified first en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI1 (2 points)
solvable withset of Recognises a work-process order recorded as a prerequisite

sa-knobit-register-review I1: K12-6's criterion 'understands responsible lending' edu:Question

https://knobit.org/id/register/skill-assessment#TA-109

dcterms:identifierTA-109
rdfs:labelsa-knobit-register-review I1: K12-6's criterion 'understands responsible lending' en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI1 (2 points)
solvable withset of Recognises an assessment criterion no grader can observe

sa-knobit-register-review I1: RE-4 with no coverage edu:Question

https://knobit.org/id/register/skill-assessment#TA-110

dcterms:identifierTA-110
rdfs:labelsa-knobit-register-review I1: RE-4 with no coverage en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI1 (2 points)
solvable withset of Recognises a reference element with no coverage

sa-knobit-register-review I2: K12-5 depends on K12-1, already implied through K12-4 edu:Question

https://knobit.org/id/register/skill-assessment#TA-111

dcterms:identifierTA-111
rdfs:labelsa-knobit-register-review I2: K12-5 depends on K12-1, already implied through K12-4 en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI2 (1.5 points)
solvable withset of Recognises a transitive shortcut link

sa-knobit-register-review I2: K12-1 and K12-2 needed by the same items only edu:Question

https://knobit.org/id/register/skill-assessment#TA-112

dcterms:identifierTA-112
rdfs:labelsa-knobit-register-review I2: K12-1 and K12-2 needed by the same items only en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI2 (1.5 points)
solvable withset of Recognises knobits no item tells apart

sa-knobit-register-review I2: D-3's rationale 'New.' edu:Question

https://knobit.org/id/register/skill-assessment#TA-113

dcterms:identifierTA-113
rdfs:labelsa-knobit-register-review I2: D-3's rationale 'New.' en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI2 (1.5 points)
solvable withset of Recognises an identity decision with no disputable rationale

Share as a percentage edu:Question

https://knobit.org/id/register/skill-assessment#TA-1801

dcterms:identifierTA-1801
rdfs:labelShare as a percentage en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:learningResourceTypecalculation
schema:textWhat percentage is 18 of 72? What percentage is 45 of 600? en
solvable withset of Finds a part's share as a percentage

Directed graph edu:Question

https://knobit.org/id/register/skill-assessment#TA-1802

dcterms:identifierTA-1802
rdfs:labelDirected graph en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:learningResourceTypemultiple_choice
schema:textHow does a directed graph differ from an ordinary graph? (a) its edges have a direction; (b) it has more nodes; (c) it has more edges; (d) its nodes have no degree en
solvable withset of Defines a directed graph

Cycle in a prerequisite graph edu:Question

https://knobit.org/id/register/skill-assessment#TA-1901

dcterms:identifierTA-1901
rdfs:labelCycle in a prerequisite graph en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:learningResourceTypemultiple_choice
schema:textEdges point from a knobit to its prerequisite: A -> B, B -> C, C -> D, D -> B, A -> D. Which knobits lie on a cycle? (a) B, C and D; (b) A, B and D; (c) A and D; (d) none: the graph is acyclic en
solvable withset of Explains a directed graph and a cycle in it

sa-item-review C1: C1 grades finding the duplicates and writing the merge rule as one edu:Question

https://knobit.org/id/register/skill-assessment#TA-201

dcterms:identifierTA-201
rdfs:labelsa-item-review C1: C1 grades finding the duplicates and writing the merge rule as one en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC1 (2 points)
solvable withset of Recognises a criterion grading two skills

sa-item-review C1: the reference answer misses CU-07, which I2 requires edu:Question

https://knobit.org/id/register/skill-assessment#TA-202

dcterms:identifierTA-202
rdfs:labelsa-item-review C1: the reference answer misses CU-07, which I2 requires en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC1 (2 points)
solvable withset of Recognises a reference answer failing its own rubric

sa-item-review C2: the prompt says CU-03 and CU-08 are the same person edu:Question

https://knobit.org/id/register/skill-assessment#TA-203

dcterms:identifierTA-203
rdfs:labelsa-item-review C2: the prompt says CU-03 and CU-08 are the same person en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC2 (2 points)
solvable withset of Recognises an answer given away in the prompt

sa-item-review C2: C2 on survivorship mapped to a matching item edu:Question

https://knobit.org/id/register/skill-assessment#TA-204

dcterms:identifierTA-204
rdfs:labelsa-item-review C2: C2 on survivorship mapped to a matching item en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC2 (2 points)
solvable withset of Recognises a criterion mapped to the wrong item

sa-item-review I1: I1 'shows a good understanding of matching' edu:Question

https://knobit.org/id/register/skill-assessment#TA-205

dcterms:identifierTA-205
rdfs:labelsa-item-review I1: I1 'shows a good understanding of matching' en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI1 (2 points)
solvable withset of Recognises a criterion no grader can decide

sa-item-review I1: the cap on the word limit edu:Question

https://knobit.org/id/register/skill-assessment#TA-206

dcterms:identifierTA-206
rdfs:labelsa-item-review I1: the cap on the word limit en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI1 (2 points)
solvable withset of Recognises a cap on a peripheral criterion

sa-item-review I1: valid YAML worth 4 of 12 points edu:Question

https://knobit.org/id/register/skill-assessment#TA-207

dcterms:identifierTA-207
rdfs:labelsa-item-review I1: valid YAML worth 4 of 12 points en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI1 (2 points)
solvable withset of Recognises points out of proportion to the construct

sa-item-review I1: C3 credits only the rule name MostRecentWins edu:Question

https://knobit.org/id/register/skill-assessment#TA-208

dcterms:identifierTA-208
rdfs:labelsa-item-review I1: C3 credits only the rule name MostRecentWins en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI1 (2 points)
solvable withset of Recognises a criterion crediting only the reference's solution

sa-item-review I2: threshold_absolute fails what C4 accepts edu:Question

https://knobit.org/id/register/skill-assessment#TA-209

dcterms:identifierTA-209
rdfs:labelsa-item-review I2: threshold_absolute fails what C4 accepts en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI2 (1 points)
solvable withset of Recognises an automatic check contradicting its criterion

sa-item-review I2: name-only matching claimed with no rule matching on name edu:Question

https://knobit.org/id/register/skill-assessment#TA-210

dcterms:identifierTA-210
rdfs:labelsa-item-review I2: name-only matching claimed with no rule matching on name en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI2 (1 points)
solvable withset of Recognises a knobit claimed with no seeded case

sa-item-review I3: C1 split into parts with an item each edu:Question

https://knobit.org/id/register/skill-assessment#TA-211

dcterms:identifierTA-211
rdfs:labelsa-item-review I3: C1 split into parts with an item each en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI3 (1.5 points)
solvable withset of Writes a rubric criterion observing one knobit set

sa-item-review I3: a name-only rule seeded, or the claim removed edu:Question

https://knobit.org/id/register/skill-assessment#TA-212

dcterms:identifierTA-212
rdfs:labelsa-item-review I3: a name-only rule seeded, or the claim removed en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI3 (1.5 points)
solvable withset of Seeds a case for each claimed knobit in the task material

sa-item-review I3: alternatives to MostRecentWins in the grading notes edu:Question

https://knobit.org/id/register/skill-assessment#TA-213

dcterms:identifierTA-213
rdfs:labelsa-item-review I3: alternatives to MostRecentWins in the grading notes en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI3 (1.5 points)
solvable withset of Writes grading notes with acceptable alternatives and named failure modes

sa-item-authoring C1: each criterion or part observes one knobit set and names its item edu:Question

https://knobit.org/id/register/skill-assessment#TA-301

dcterms:identifierTA-301
rdfs:labelsa-item-authoring C1: each criterion or part observes one knobit set and names its item en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC1 (2 points)
solvable withset of Writes a rubric criterion observing one knobit set

sa-item-authoring C1: no criterion bundles two of the three knobits edu:Question

https://knobit.org/id/register/skill-assessment#TA-302

dcterms:identifierTA-302
rdfs:labelsa-item-authoring C1: no criterion bundles two of the three knobits en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC1 (2 points)
solvable withset of Recognises a criterion grading two skills

sa-item-authoring C2: a seeded case for each of the three knobits edu:Question

https://knobit.org/id/register/skill-assessment#TA-303

dcterms:identifierTA-303
rdfs:labelsa-item-authoring C2: a seeded case for each of the three knobits en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC2 (2 points)
solvable withset of Seeds a case for each claimed knobit in the task material

sa-item-authoring C2: the prompt does not name the defects edu:Question

https://knobit.org/id/register/skill-assessment#TA-304

dcterms:identifierTA-304
rdfs:labelsa-item-authoring C2: the prompt does not name the defects en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC2 (2 points)
solvable withset of Recognises an answer given away in the prompt

sa-item-authoring I1: criteria name what the answer must contain edu:Question

https://knobit.org/id/register/skill-assessment#TA-305

dcterms:identifierTA-305
rdfs:labelsa-item-authoring I1: criteria name what the answer must contain en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI1 (2 points)
solvable withset of Recognises a criterion no grader can decide

sa-item-authoring I1: the reference answer earns full marks on the rubric edu:Question

https://knobit.org/id/register/skill-assessment#TA-306

dcterms:identifierTA-306
rdfs:labelsa-item-authoring I1: the reference answer earns full marks on the rubric en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI1 (2 points)
solvable withset of Recognises a reference answer failing its own rubric

sa-item-authoring I1: the cap on a criterion central to the task edu:Question

https://knobit.org/id/register/skill-assessment#TA-307

dcterms:identifierTA-307
rdfs:labelsa-item-authoring I1: the cap on a criterion central to the task en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI1 (2 points)
solvable withset of Recognises a cap on a peripheral criterion

sa-item-authoring I1: format worth at most about a tenth of the points edu:Question

https://knobit.org/id/register/skill-assessment#TA-308

dcterms:identifierTA-308
rdfs:labelsa-item-authoring I1: format worth at most about a tenth of the points en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI1 (2 points)
solvable withset of Recognises points out of proportion to the construct

sa-item-authoring I2: grading notes with acceptable alternatives and named failure modes edu:Question

https://knobit.org/id/register/skill-assessment#TA-309

dcterms:identifierTA-309
rdfs:labelsa-item-authoring I2: grading notes with acceptable alternatives and named failure modes en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI2 (1 points)
solvable withset of Writes grading notes with acceptable alternatives and named failure modes

sa-item-authoring I2: no criterion requires the reference's names edu:Question

https://knobit.org/id/register/skill-assessment#TA-310

dcterms:identifierTA-310
rdfs:labelsa-item-authoring I2: no criterion requires the reference's names en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI2 (1 points)
solvable withset of Recognises a criterion crediting only the reference's solution

sa-answer-grading C1: A's evidence criterion scored 0: no document named edu:Question

https://knobit.org/id/register/skill-assessment#TA-401

dcterms:identifierTA-401
rdfs:labelsa-answer-grading C1: A's evidence criterion scored 0: no document named en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC1 (2 points)
solvable withset of Recognises credit given for what an answer does not say

sa-answer-grading C1: every other score of A and C at its known grade edu:Question

https://knobit.org/id/register/skill-assessment#TA-402

dcterms:identifierTA-402
rdfs:labelsa-answer-grading C1: every other score of A and C at its known grade en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC1 (2 points)
solvable withset of Scores each criterion from its own evidence in the answer

sa-answer-grading C2: B's ratio recomputed: 42%, not 38% edu:Question

https://knobit.org/id/register/skill-assessment#TA-403

dcterms:identifierTA-403
rdfs:labelsa-answer-grading C2: B's ratio recomputed: 42%, not 38% en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC2 (2 points)
solvable withset of Recognises a computed result taken on trust

sa-answer-grading C2: B's approval scored 0, following the wrong ratio edu:Question

https://knobit.org/id/register/skill-assessment#TA-404

dcterms:identifierTA-404
rdfs:labelsa-answer-grading C2: B's approval scored 0, following the wrong ratio en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC2 (2 points)
solvable withset of Scores each criterion from its own evidence in the answer

sa-answer-grading C3: B's note for the grading model changes no score edu:Question

https://knobit.org/id/register/skill-assessment#TA-405

dcterms:identifierTA-405
rdfs:labelsa-answer-grading C3: B's note for the grading model changes no score en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC3 (2 points)
solvable withset of Recognises an instruction in a graded answer

sa-answer-grading C3: B's note reported as an instruction in the answer edu:Question

https://knobit.org/id/register/skill-assessment#TA-406

dcterms:identifierTA-406
rdfs:labelsa-answer-grading C3: B's note reported as an instruction in the answer en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfC3 (2 points)
solvable withset of Reports an instruction found in a graded answer

sa-answer-grading I1: B's 190 confident words get no length credit edu:Question

https://knobit.org/id/register/skill-assessment#TA-407

dcterms:identifierTA-407
rdfs:labelsa-answer-grading I1: B's 190 confident words get no length credit en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI1 (1.5 points)
solvable withset of Recognises length or confidence rewarded

sa-answer-grading I1: B's other criteria not cut for the capped criterion edu:Question

https://knobit.org/id/register/skill-assessment#TA-408

dcterms:identifierTA-408
rdfs:labelsa-answer-grading I1: B's other criteria not cut for the capped criterion en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI1 (1.5 points)
solvable withset of Recognises a cap applied by the grader

sa-answer-grading I1: C's all-or-nothing evidence criterion not given half edu:Question

https://knobit.org/id/register/skill-assessment#TA-409

dcterms:identifierTA-409
rdfs:labelsa-answer-grading I1: C's all-or-nothing evidence criterion not given half en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI1 (1.5 points)
solvable withset of Recognises a score off the rubric's scale

sa-answer-grading I2: A's 'recurring income' credited as regular income edu:Question

https://knobit.org/id/register/skill-assessment#TA-410

dcterms:identifierTA-410
rdfs:labelsa-answer-grading I2: A's 'recurring income' credited as regular income en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI2 (1 points)
solvable withset of Recognises an equivalent solution not credited

sa-answer-grading I2: C's clumsy but correct ratio and decision credited edu:Question

https://knobit.org/id/register/skill-assessment#TA-411

dcterms:identifierTA-411
rdfs:labelsa-answer-grading I2: C's clumsy but correct ratio and decision credited en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI2 (1 points)
solvable withset of Recognises a halo in criterion scores

sa-answer-grading I3: C's policy exception listed as the named failure mode edu:Question

https://knobit.org/id/register/skill-assessment#TA-412

dcterms:identifierTA-412
rdfs:labelsa-answer-grading I3: C's policy exception listed as the named failure mode en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfI3 (0.5 points)
solvable withset of Recognises a named failure mode left unreported

sa-answer-grading Q1: no empty or generic reason edu:Question

https://knobit.org/id/register/skill-assessment#TA-413

dcterms:identifierTA-413
rdfs:labelsa-answer-grading Q1: no empty or generic reason en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfQ1 (1 points)
solvable withset of Recognises a grading reason citing no evidence

sa-answer-grading Q1: each reason quotes or points to the answer edu:Question

https://knobit.org/id/register/skill-assessment#TA-414

dcterms:identifierTA-414
rdfs:labelsa-answer-grading Q1: each reason quotes or points to the answer en
schema:isPartOfSkill assessment: knobit registers, test items and answer grading
schema:isPartOfQ1 (1 points)
solvable withset of Writes a grading reason citing the answer

Validity edu:LearningOutcome

https://knobit.org/id/register/skill-assessment#TV-1

dcterms:descriptionEvidence that scores support their intended interpretation; construct under-representation and construct-irrelevant variance. en
dcterms:identifierTV-1
dcterms:sourceStandards for Educational and Psychological Testing, ch. 1 en
includes knobitRecognises an answer given away in the prompt
includes knobitRecognises points out of proportion to the construct
includes knobitRecognises a criterion crediting only the reference's solution
includes knobitRecognises a knobit claimed with no seeded case
includes knobitSeeds a case for each claimed knobit in the task material
includes knobitExplains validity threats in test items
rdfs:labelValidity en
schema:isPartOfStandards for Educational and Psychological Testing
skos:notationch. 1

Reliability and precision edu:LearningOutcome

https://knobit.org/id/register/skill-assessment#TV-2

dcterms:descriptionConsistency of scores across graders and occasions; agreement between raters. en
dcterms:identifierTV-2
dcterms:sourceStandards for Educational and Psychological Testing, ch. 2 en
includes knobitRecognises a halo in criterion scores
includes knobitRecognises length or confidence rewarded
includes knobitExplains rater effects and grader calibration
rdfs:labelReliability and precision en
schema:isPartOfStandards for Educational and Psychological Testing
skos:notationch. 2

Test design and development edu:LearningOutcome

https://knobit.org/id/register/skill-assessment#TV-3

dcterms:descriptionSpecifications, item development, scoring rubrics and the review of items before use. en
dcterms:identifierTV-3
dcterms:sourceStandards for Educational and Psychological Testing, ch. 4 en
includes knobitRecognises a criterion grading two skills
includes knobitRecognises a criterion no grader can decide
includes knobitRecognises a reference answer failing its own rubric
includes knobitRecognises a criterion mapped to the wrong item
includes knobitRecognises a cap on a peripheral criterion
includes knobitRecognises an automatic check contradicting its criterion
includes knobitWrites a rubric criterion observing one knobit set
includes knobitWrites grading notes with acceptable alternatives and named failure modes
includes knobitExplains rubric-based test item design
rdfs:labelTest design and development en
schema:isPartOfStandards for Educational and Psychological Testing
skos:notationch. 4

Scoring edu:LearningOutcome

https://knobit.org/id/register/skill-assessment#TV-4

dcterms:descriptionScoring rules applied consistently, by trained and monitored raters. en
dcterms:identifierTV-4
dcterms:sourceStandards for Educational and Psychological Testing, ch. 6 en
includes knobitRecognises credit given for what an answer does not say
includes knobitRecognises an equivalent solution not credited
includes knobitRecognises a score off the rubric's scale
includes knobitRecognises a cap applied by the grader
includes knobitRecognises a grading reason citing no evidence
includes knobitRecognises a named failure mode left unreported
includes knobitRecognises a computed result taken on trust
includes knobitScores each criterion from its own evidence in the answer
includes knobitWrites a grading reason citing the answer
includes knobitExplains analytic rubric scoring
rdfs:labelScoring en
schema:isPartOfStandards for Educational and Psychological Testing
skos:notationch. 6

Knobit description and identity edu:LearningOutcome

https://knobit.org/id/register/skill-assessment#TV-5

dcterms:descriptionKnobits described by action, object, result and criterion, with identity decided by fingerprint and recorded with a rationale, and the target level covered. en
dcterms:identifierTV-5
dcterms:sourceKnobitite kirjeldamise ja seostamise reeglid (LCG-KNOBIT), KN-01 to KN-06 en
includes knobitRecognises a compound knobit
includes knobitRecognises one knobit identity under two names
includes knobitRecognises a knobit with a generic target object
includes knobitRecognises an assessment criterion no grader can observe
includes knobitRecognises a reference element with no coverage
includes knobitRecognises an identity decision with no disputable rationale
includes knobitSplits a compound knobit into single-action knobits
includes knobitMerges two knobits of one identity
includes knobitExplains the LCG knobit profile
rdfs:labelKnobit description and identity en
schema:isPartOfhttps://oppekava.edu.ee/a/Knobitite_kirjeldamise_ja_seostamise_reeglid
skos:notationKN-01 to KN-06

Relations between knobits edu:LearningOutcome

https://knobit.org/id/register/skill-assessment#TV-6

dcterms:descriptionApplied knowledge, prerequisites and succession, each with its own meaning; the mastery implications acyclic. en
dcterms:identifierTV-6
dcterms:sourceKnobitite kirjeldamise ja seostamise reeglid (LCG-KNOBIT), KN-07 en
includes knobitRecognises a work-process order recorded as a prerequisite
includes knobitRecognises a cycle in the mastery implications
includes knobitRecognises a transitive shortcut link
includes knobitRecognises knobits no item tells apart
includes knobitRepairs a relation wrongly recorded as a mastery implication
includes knobitExplains mastery implication in a knobit graph
rdfs:labelRelations between knobits en
schema:isPartOfhttps://oppekava.edu.ee/a/Knobitite_kirjeldamise_ja_seostamise_reeglid
skos:notationKN-07

Prompt injection edu:LearningOutcome

https://knobit.org/id/register/skill-assessment#TV-7

dcterms:descriptionContent processed by a model that alters its behaviour; untrusted content kept apart from instructions. en
dcterms:identifierTV-7
dcterms:sourceOWASP Top 10 for LLM Applications, LLM01 en
includes knobitRecognises an instruction in a graded answer
includes knobitReports an instruction found in a graded answer
includes knobitExplains prompt injection in graded content
rdfs:labelPrompt injection en
schema:isPartOfOWASP Top 10 for LLM Applications
skos:notationLLM01

Used by

schema:hasPartC1 (2 points)
schema:hasPartC2 (2 points)
schema:hasPartC3 (2 points)
schema:hasPartI1 (1.5 points)
schema:hasPartI2 (1 points)
schema:hasPartI3 (0.5 points)
schema:hasPartQ1 (1 points)
schema:hasPartC1 (2 points)
schema:hasPartC2 (2 points)
schema:hasPartI1 (2 points)
schema:hasPartI2 (1 points)
schema:hasPartC1 (2 points)
schema:hasPartC2 (2 points)
schema:hasPartI1 (2 points)
schema:hasPartI2 (1 points)
schema:hasPartI3 (1.5 points)
schema:hasPartC1 (2 points)
schema:hasPartC2 (2 points)
schema:hasPartC3 (2 points)
schema:hasPartI1 (2 points)
schema:hasPartI2 (1.5 points)
schema:isPartOfFinds a part's share as a percentage
schema:isPartOfDefines a directed graph
schema:isPartOfRecognises a compound knobit
schema:isPartOfRecognises one knobit identity under two names
schema:isPartOfRecognises a knobit with a generic target object
schema:isPartOfRecognises a work-process order recorded as a prerequisite
schema:isPartOfRecognises a cycle in the mastery implications
schema:isPartOfRecognises a transitive shortcut link
schema:isPartOfRecognises an assessment criterion no grader can observe
schema:isPartOfRecognises knobits no item tells apart
schema:isPartOfRecognises a reference element with no coverage
schema:isPartOfRecognises an identity decision with no disputable rationale
schema:isPartOfSplits a compound knobit into single-action knobits
schema:isPartOfMerges two knobits of one identity
schema:isPartOfRepairs a relation wrongly recorded as a mastery implication
schema:isPartOfExplains the LCG knobit profile
schema:isPartOfExplains mastery implication in a knobit graph
schema:isPartOfExplains a directed graph and a cycle in it
schema:isPartOfRecognises a criterion grading two skills
schema:isPartOfRecognises a criterion no grader can decide
schema:isPartOfRecognises a reference answer failing its own rubric
schema:isPartOfRecognises an answer given away in the prompt
schema:isPartOfRecognises a criterion mapped to the wrong item
schema:isPartOfRecognises a cap on a peripheral criterion
schema:isPartOfRecognises points out of proportion to the construct
schema:isPartOfRecognises a criterion crediting only the reference's solution
schema:isPartOfRecognises an automatic check contradicting its criterion
schema:isPartOfRecognises a knobit claimed with no seeded case
schema:isPartOfWrites a rubric criterion observing one knobit set
schema:isPartOfSeeds a case for each claimed knobit in the task material
schema:isPartOfWrites grading notes with acceptable alternatives and named failure modes
schema:isPartOfExplains rubric-based test item design
schema:isPartOfExplains validity threats in test items
schema:isPartOfRecognises credit given for what an answer does not say
schema:isPartOfRecognises an equivalent solution not credited
schema:isPartOfRecognises a halo in criterion scores
schema:isPartOfRecognises length or confidence rewarded
schema:isPartOfRecognises an instruction in a graded answer
schema:isPartOfRecognises a score off the rubric's scale
schema:isPartOfRecognises a cap applied by the grader
schema:isPartOfRecognises a grading reason citing no evidence
schema:isPartOfRecognises a named failure mode left unreported
schema:isPartOfRecognises a computed result taken on trust
schema:isPartOfScores each criterion from its own evidence in the answer
schema:isPartOfWrites a grading reason citing the answer
schema:isPartOfReports an instruction found in a graded answer
schema:isPartOfExplains analytic rubric scoring
schema:isPartOfExplains rater effects and grader calibration
schema:isPartOfExplains prompt injection in graded content