Martin Armstrong
E4485
Martin Armstrong is an American former financial advisor and self-taught economic forecaster known for his controversial "Economic Confidence Model" and high-profile legal troubles related to fraud charges.
All labels observed (3)
| Label | Occurrences |
|---|---|
| Martin Armstrong canonical | 7 |
| Armstrong Economics | 1 |
| Martin A. Armstrong | 1 |
How this entity was disambiguated
This entity first appeared as the object of triple T24311 — 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: Martin Armstrong Context triple: [Armstrong, hasNotableBearer, Martin Armstrong]
-
A.
Neal Lane
Neal Lane is an American physicist and science policy leader who served as Director of the National Science Foundation and later as the White House Science Advisor.
-
B.
John V. L. Hogan
John V. L. Hogan was an American radio engineer and pioneer in early radio technology and broadcasting.
-
C.
Detlev W. Bronk
Detlev W. Bronk was an influential American scientist and educator known as a pioneer of biophysics and a prominent leader in national science policy.
-
D.
Richard Bolt
Richard Bolt was an American acoustician and co-founder of the influential research and engineering firm Bolt Beranek and Newman, known for its pioneering work in acoustics and computer networking.
-
E.
Harold A. Wheeler
Harold A. Wheeler was an influential American electrical engineer and inventor known for his pioneering contributions to radio and radar technology.
- 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: Martin Armstrong Target entity description: Martin Armstrong is an American former financial advisor and self-taught economic forecaster known for his controversial "Economic Confidence Model" and high-profile legal troubles related to fraud charges.
-
A.
Neal Lane
Neal Lane is an American physicist and science policy leader who served as Director of the National Science Foundation and later as the White House Science Advisor.
-
B.
John V. L. Hogan
John V. L. Hogan was an American radio engineer and pioneer in early radio technology and broadcasting.
-
C.
Detlev W. Bronk
Detlev W. Bronk was an influential American scientist and educator known as a pioneer of biophysics and a prominent leader in national science policy.
-
D.
Richard Bolt
Richard Bolt was an American acoustician and co-founder of the influential research and engineering firm Bolt Beranek and Newman, known for its pioneering work in acoustics and computer networking.
-
E.
Harold A. Wheeler
Harold A. Wheeler was an influential American electrical engineer and inventor known for his pioneering contributions to radio and radar technology.
- F. None of above. chosen
Statements (31)
| Predicate | Object |
|---|---|
| instanceOf |
American
ⓘ
economic forecaster ⓘ economic model ⓘ financial analyst ⓘ person ⓘ |
| activity |
commentary on global financial markets
ⓘ
public speaking on economic cycles ⓘ publishing economic forecasts ⓘ |
| appliesTo |
business cycles
ⓘ
financial markets ⓘ sovereign debt crises ⓘ |
| characteristic | cycle length of approximately 8.6 years ⓘ |
| countryOfCitizenship | United States of America ⓘ |
| creator | Martin Armstrong self-linksurface differs ⓘ |
| describedAs | self-taught economic forecaster ⓘ |
| developed | Economic Confidence Model ⓘ |
| educatedAt | self-taught in economics ⓘ |
| fieldOfWork |
economic cycles
ⓘ
financial markets ⓘ macroeconomic forecasting ⓘ |
| hasReputation |
controversial figure in economics and finance
ⓘ
polarizing forecaster ⓘ |
| knownAs |
Martin Armstrong
ⓘ
surface form:
Martin A. Armstrong
|
| legalIssue |
fraud charges
ⓘ
securities-related offenses ⓘ |
| notableFor |
Economic Confidence Model
ⓘ
economic cycle forecasting ⓘ legal troubles related to fraud charges ⓘ |
| occupation |
economic forecaster
ⓘ
financial advisor ⓘ writer ⓘ |
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: Martin Armstrong Description of subject: Martin Armstrong is an American former financial advisor and self-taught economic forecaster known for his controversial "Economic Confidence Model" and high-profile legal troubles related to fraud charges.
Referenced by (9)
Full triples — surface form annotated when it differs from this entity's canonical label.
this entity surface form:
Martin A. Armstrong
subject surface form:
Economic Confidence Model
this entity surface form:
Armstrong Economics