Skilling
E539478
Skilling is a surname most prominently associated with Jeffrey Skilling, the former CEO of Enron involved in one of the largest corporate fraud scandals in U.S. history.
All labels observed (1)
| Label | Occurrences |
|---|---|
| Skilling canonical | 4 |
How this entity was disambiguated
This entity first appeared as the object of triple T5731541 — resolving that mention is where its identity was fixed. The disambiguator weighed these candidate entities and picked the highlighted one (or “None”, minting a new entity). This is how homonymy is resolved: the same surface form can point to different entities.
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Skilling Context triple: [Jeffrey Skilling, familyName, Skilling]
-
A.
“The Technology of Skill Formation”
“The Technology of Skill Formation” is an influential economics paper by James Heckman that analyzes how skills develop over the life cycle and emphasizes the importance of early childhood investments for later outcomes.
-
B.
Skillman Foundation
The Skillman Foundation is a Detroit-based philanthropic organization focused on improving the lives and educational outcomes of children in the city.
-
C.
Learning and Labor
Learning and Labor is the historic motto of Oberlin College, reflecting its emphasis on combining rigorous academic study with practical work and social responsibility.
-
D.
Kirkpatrick
Kirkpatrick is a Scottish-origin surname borne by various notable individuals across politics, academia, and the arts.
-
E.
Dollar Academy
Dollar Academy is a well-known independent day and boarding school located in the town of Dollar in Clackmannanshire, Scotland.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Skilling Target entity description: Skilling is a surname most prominently associated with Jeffrey Skilling, the former CEO of Enron involved in one of the largest corporate fraud scandals in U.S. history.
-
A.
“The Technology of Skill Formation”
“The Technology of Skill Formation” is an influential economics paper by James Heckman that analyzes how skills develop over the life cycle and emphasizes the importance of early childhood investments for later outcomes.
-
B.
Skillman Foundation
The Skillman Foundation is a Detroit-based philanthropic organization focused on improving the lives and educational outcomes of children in the city.
-
C.
Learning and Labor
Learning and Labor is the historic motto of Oberlin College, reflecting its emphasis on combining rigorous academic study with practical work and social responsibility.
-
D.
Kirkpatrick
Kirkpatrick is a Scottish-origin surname borne by various notable individuals across politics, academia, and the arts.
-
E.
Dollar Academy
Dollar Academy is a well-known independent day and boarding school located in the town of Dollar in Clackmannanshire, Scotland.
- F. None of above. chosen
Statements (29)
| Predicate | Object |
|---|---|
| instanceOf |
business executive
ⓘ
corporate fraud scandal ⓘ human ⓘ surname ⓘ |
| charges |
conspiracy
ⓘ
fraud ⓘ insider trading ⓘ |
| convictedOf |
conspiracy
ⓘ
fraud ⓘ insider trading ⓘ |
| country |
United States
ⓘ
linked to:
United States of America
|
| countryOfCitizenship |
United States
ⓘ
linked to:
United States of America
|
| employer | Enron ⓘ |
| familyName | Skilling ⓘ |
| givenName | Jeffrey ⓘ |
| hasEffect |
accounting reform in the United States
ⓘ
major corporate bankruptcy ⓘ |
| languageOfOrigin | English ⓘ |
| notableBearer | Jeffrey Skilling ⓘ |
| notableEvent | resignation as Enron CEO prior to bankruptcy ⓘ |
| notableFor |
Enron corporate fraud scandal
ⓘ
linked to:
Enron accounting scandal
|
| notableInContextOf |
Enron scandal
ⓘ
linked to:
Enron accounting scandal
|
| notableParticipant |
Enron
ⓘ
Jeffrey Skilling ⓘ |
| notableWork | leadership at Enron prior to collapse ⓘ |
| occupation |
businessman
ⓘ
corporate executive ⓘ |
| participantIn |
Enron scandal
ⓘ
linked to:
Enron accounting scandal
|
| positionHeld | CEO of Enron ⓘ |
How these facts were elicited
The pipeline generated the facts above by prompting gpt-5.1 with this entity's name + description and the instruction below.
Instruction
You are a knowledge base construction expert. Given a subject entity and a description of it, return factual statements that you know for the subject as a JSON list of dictionaries(triples), where keys must be "subject", "predicate" and "object". The number of facts may be very high, between 25 to 50 or more, for very popular subjects. For less popular subjects, the number of facts can be very low, like 5 or 10. # Requirements - If you don't know the subject at all, return an empty list. - If the subject is not a named entity, return an empty list. - Include at least one triple where predicate is "instanceOf". - Do not get too wordy. - Separate several objects into multiple triples with one object.
Input
Subject: Skilling Description of subject: Skilling is a surname most prominently associated with Jeffrey Skilling, the former CEO of Enron involved in one of the largest corporate fraud scandals in U.S. history.
Referenced by (4)
Full triples — surface form annotated when it differs from this entity's canonical label.