Statistics and Statistical Inference Key Concepts

Statistics and Statistical Inference

Basic Concepts

Population: The complete set of data for a statistical study.

Sample: A subset of the population. The methods used to select samples are called sampling.

Random Sample: Elements chosen with equal opportunity for selection.

Non-Random Sample: Elements selected based on specific criteria defined by the researcher.

Table of Random Numbers: A set of digits generated by a computer.

Branches of Statistics

  • Descriptive Statistics: Presents, represents, and summarizes
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Introduction to Statistical Concepts and Methods

Statistics

Statistics is commonly regarded as a collection of numerical facts expressed in terms of a submissive relationship, derived from other numerical data.

Kendall and Buckland define statistics as a summary value calculated from a sample of observations, often used to estimate a population parameter.

Gini (1953) states: “Statistics is a specialized technique suitable for the quantitative study of mass or collective phenomena, requiring a mass of observations of simpler individual phenomena.”

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Understanding Matrices in Mathematics

Matrices


History and Applications

Matrices first appeared around 1850, introduced by J.J. Sylvester. The initial development of the mathematical theory is attributed to W.R. Hamilton in 1853. In 1858, A. Cayley introduced matrix notation as a shorthand for m linear equations with n unknowns.

Matrices are used in numerical computation to solve systems of linear equations, differential equations, and partial derivatives. Beyond linear equations, matrices appear in geometry, statistics, economics, computer

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Accounting Transactions and Procedures

Account Transactions

Who Receives Payment at WHO DA

Cargo – Fertilizer

  • Debit
  • Credit
  • Lost
  • Gain

Auditors 10

Opening of Corrte tsp.

  • 104 XXX
  • 101 XXX

Salaries Paid in Cash by 1200

  • 41.1 1200
  • 10.1 1200

Passing Checks (Cancellation of Fact x Pay by Check)

  • 421 XXX
  • 104 XXX

Exchange Rate USS Mened by 1000 to $2.94

  • 101 2940
  • 121 2940

Exchange Rate at $2.90

Exchange Rate Difference to Date
  • 676 40
  • 101 40
Destination
  • 97 40
  • 676 40

Exchange Rate at $3.00

  • 101 60
  • 776 60 (No failure, no destination x cta Class 6)

Bank Credit Note for Interest Earned

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Clinical Laboratory Quality Management

Levels of Quality

Laboratory quality can be categorized into three levels:

  1. Analytical Data Quality: Ensuring accurate calibration and passing inspections.
  2. Analytical Method Quality: Responsibility of the kit providers.
  3. Clinical Laboratory Quality: Overall quality management within the laboratory.

Quality Plan Essentials

Every laboratory requires a comprehensive quality plan to guarantee reliable reports. Essential components include:

  • Functional Organization: Organizing laboratory activities by shifts (
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Auditing Principles, Standards, and Practices in Spain

Personal Auditor

Independent registered professional responsible to third parties. Applies ROAC standards. Conducts activity on time. Maintains working relationship.

Internal Auditor

Dependent, makes recommendations. Proposes improvements to achieve business objectives. Conducts activity continuously.

Operational Auditor

Not subject to professional modifications. Analyzes legal organization and provides efficient improvements. Conducts activity on time.

Audit: Concept, Classes, and Evolution

External Information:

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