Understanding Variables in Research Methodology

Defining Variables in Research

A variable is any attribute, phenomenon, or characteristic that can assume different values among members of a class, subjects, or events. However, it holds a single value for any specific member of that class at a given point. A variable describes a unit of analysis and varies (in quality, order, or mode) across different units of analysis or at different times.

Examples:

  • Variables such as age (e.g., 15 years) and height (e.g., 170 cm) take numeric values.
  • Variables like
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Global Climate Agreements & India’s Environmental Law

International Climate Change Measures

Several international agreements and initiatives aim to combat global climate change by reducing greenhouse gas emissions and promoting sustainable development. Key measures include:

  • UNFCCC (1992)

    The United Nations Framework Convention on Climate Change serves as the foundation for global climate action. It brought nations together to agree on tackling climate change through cooperation.

  • Kyoto Protocol (1997)

    This treaty legally bound developed nations to reduce

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Key Concepts in 3D Analytic Geometry

This document outlines fundamental procedures for solving common problems in three-dimensional analytic geometry.

1. Plane Perpendicular to Line Through Point

To find the equation of a plane perpendicular to a given line and passing through a given point:

  • Take the direction vector of the line. This vector is the normal vector (A, B, C) of the plane.
  • Substitute these values into the plane equation form: Ax + By + Cz + D = 0.
  • Substitute the coordinates (x, y, z) of the given point into the equation to
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Matrices and Determinants: Properties and Operations

1. Determinant of a Matrix: The determinant of a matrix is equal to the determinant of its transpose.

2. Zero Row or Column: If a square matrix has a row or column of zeros, its determinant is 0.

3. Swapping Parallel Lines: Swapping two rows or columns of a square matrix changes the sign of its determinant.

4. Identical Parallel Lines: If a square matrix has two identical rows or columns, its determinant is 0.

5. Multiplying a Row/Column: Multiplying all elements of a row or column of a square matrix

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Math Formulas: Percentages, Interest, Algebra, Geometry & Statistics

Percentages

% of whole amount: part of whole / whole amount

% increase or decrease: (New / original x 100) – 100

Find % of amount: A x % / 100

% profit/loss amount: profit or loss / cost price x 100

GST Example

(GST = Amount / 11)

The total amount already includes the GST. The GST is 10% of the total excluding GST.

If we divide the total excluding GST into 10 equal amounts then:

  • one of these amounts is equal to the GST and
  • 11 of these amounts gives us the total including GST

Amount / 11

Simple and Compound

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Map Scale and Distance Calculations: Practical Examples

Map Scale and Distance Calculations

On a map with a scale of 1:200,000, the distance between two points is 87 mm. Calculate the actual distance on the ground:

1 mm —-> 200,000 mm
87 mm —-> x
x = 87 * 200,000 = 17,400,000 mm = 17.4 km

Expressed as a fraction, a 5 cm scale is equivalent to 20 km:

5 cm —-> 20 km
5 cm —-> 2,000,000 cm
1 cm —-> 400,000 cm. Therefore, the RSL (Representative Scale) is 1:400,000

Expressed as a fraction of English units, one inch on the scale equals

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