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Research draft

estimation

vr.tr.estimation · ACT.ACT

Let an agent explain estimation as a reasoning process and technique, relay statistical, engineering, forensic and management methods from reference sources, describe how uncertainty is expressed, and distinguish estimation from measurement, guessing, prediction and the valuation sense.

Thing Registry Activities and processes

Research draft, second pass

A second pass drafted this model: the structure a model of this thing needs, and what is known about it in the world. The line under this one says how the second half was obtained - researched against sources, or recalled without web access, in which case nothing here was read anywhere and every claim is a lead to verify. Unreviewed either way.

written by Claude from model knowledge without web access - no source was read, every claim is a lead to verify

Researched by: Claude

Purpose and description

Let an agent explain estimation as a reasoning process and technique, relay statistical, engineering, forensic and management methods from reference sources, describe how uncertainty is expressed, and distinguish estimation from measurement, guessing, prediction and the valuation sense.

The process of finding an approximate value or judgement when exact measurement is impossible or impractical, from visual estimation of size and quantity to formal statistical parameter and density estimation, effort estimation in project management, forensic age estimation and time of death determination, and engineering and cost estimates; estimation combines reasoning, technique and stated uncertainty.

What it is for: Producing approximate values with stated uncertainty.

It can be explain the concept; relay methods by field; describe uncertainty; distinguish related concepts.

Distinguishing features

Approximation

Method and uncertainty

Cross-field

Formal and informal

What it looks like

Not a visible object; a reasoned approximation.

Physical character

Fermi estimation: order of magnitude reasoning note

statistical estimators: unbiased, consistent, efficient list - properties

time of death methods: temperature, rigor, lividity, entomology list

How it is recognised

Approximate value by reasoning

Visual estimation, parameter estimation, density estimation, effort estimation, age estimation, time of death determination

Measurement uses instruments; guessing lacks method; prediction concerns the future; valuation is monetary

Related models

is a kind of - in registry terms

reasoning

is a kind of - in registry terms

technique

is a kind of - in registry terms

procedure

is contrasted with - which uses instruments

measurement

In practice

Families and kinds

everyday and visual estimation

Fermi and order-of-magnitude estimation

statistical parameter and density estimation

effort and cost estimation in projects

forensic age and time of death estimation

engineering and scientific estimates

Standards and regulation

Statistical standards for estimators and uncertainty

Project estimation standards such as those of PMI

Forensic practice standards for age and time of death estimation

Failure modes and hazards

Overconfidence and unstated uncertainty

Confusing estimation with measurement or guessing

Registry aliases mixing unrelated fields

Also called

time of death determinationeffort estimationage estimationvisual estimationparameter estimationdensity estimationpopulation estimationfunction approximationnoise-contrastive estimationGeneralised likelihood uncertainty estimationguessmaximum a posteriori estimationSpectral density estimationred heatcost estimation in software engineeringaggregation of census Output Area data (single best-fit match)aggregation of census postcode-level data (single best-fit placement in larger area)cost estimateguesstimateword guessing

Where this came from

wikidata · CC0 1.0

Drafted structure

Bundle to layer to finding to question, as the second pass will find it: 4 bundles · 8 layers · 8 findings · 16 questions.

Understand What estimation is.

Definition.

Definition

Definition.

Definition

Definition.

  1. What is estimation, and how does it differ from measurement, guessing, prediction and valuation? definition
  2. Is the question about the concept, a field or a specific method? boundary

Kinds

Kinds.

Kinds

Kinds.

  1. What are visual, Fermi, statistical, effort, age and time of death estimation? definition
  2. Which entry fits the specific kind? action
Statistics Statistical estimation.

Science.

Estimators

Estimators.

Estimators

Estimators.

  1. How do point and interval estimators work, and what are bias, consistency and efficiency? provenance
  2. Which references are standard? provenance

Density

Density estimation.

Density

Density.

  1. How do histograms and kernel methods estimate densities? provenance
  2. Which sources are cited? provenance
Practice Applied estimation.

Practice.

Projects

Effort and cost.

Projects

Projects.

  1. How are effort and cost estimated in projects, and why are they often wrong? action
  2. Which entry fits software development effort estimation? action

Forensic

Forensic estimation.

Forensic

Forensic.

  1. How do forensic scientists estimate age and time of death, in general terms? provenance
  2. Which entry fits forensic pathology? action
Context Cognition and history.

Context.

Cognition

Human estimation.

Cognition

Cognition.

  1. How do people estimate quantities, and what biases affect them? provenance
  2. Which entry fits numerical cognition? action

History

History.

History

History.

  1. How did estimation theory develop from Gauss and Fisher onward? provenance
  2. Which entry fits the history of statistics? action

What the second pass must settle

  • Should parameter estimation, effort estimation and forensic estimation be separate primary entries?
  • How should reference sources be linked?
  • The registry entry has merged aliases naming methods from unrelated fields; should they be split off?