Stock Return Analysis and Statistical Concepts

Stock Comparison: Return and Risk

Stock 1: = 9.62% and s = 23.58%

Stock 2: = 12.38% and s = 15.45%

represents the average return of a stock.

Stock 2 has a higher average return because its (12.38%) is greater than Stock 1’s (9.62%).

Stock 1 is riskier. Standard deviation (s) measures return volatility. A higher standard deviation indicates wider fluctuations and greater unpredictability. Therefore, Stock 1 is riskier (s = 23.58%) than Stock 2 (s = 15.45%).

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Implication: Sharpe Ratio

Stock

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Number Sense, Measurement, and Geometry in Early Childhood

Building Number Sense in Early Childhood

Stages of Number Development

Third Stage: Cardinality Rule

  • Children aged 5 to 10 can recognize that the last number counted represents the total (cardinality) of the set.
  • They do not connect the order of counting to the relative size of numbers.
  • Children do exercises with numbers 1 to 9.
  • They identify characteristics and qualities of the set to be counted. If sorting, they understand the desired size and can represent it in words or pictures.

Fourth Stage: Relative

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Qualitative and Quantitative Research Methods: A Comprehensive Overview

Quantitative vs. Qualitative Research

QuantitativeQualitative
PurposeMeasure, test hypotheses, count, and analyze numericallyUnderstand experiences, meanings, and perceptions; non-numerical
DataNumbers, statistics, surveys, experimentsWords, images, interviews, observations
External ValidityHighLow (context-specific)
Internal ValidityHigh (controlled studies)Can be high (case studies, in-depth analysis)
ReliabilityHigh (consistent results)Lower (subjective interpretation)
ExamplesSurveys, experiments,
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Statistical Analysis: ANOVA, Linear Regression, and Logistic Regression

ANOVA: Analysis of Variance

ANOVA (Analysis of Variance) is used to compare means across multiple groups. It tests whether there are significant differences between the means of three or more groups and determines whether variation is due to differences between or within groups.

  • Between-group variability: Measures how much the means of different groups differ from one another. It represents the systematic effect of the independent variable.
  • Within-group variability: Measures how much individual data
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Taxable Base Compensation and Depreciation Methods

Compensation of Negative Taxable Base

The deadline to compensate is 15 years. Settlements (finance) or reversals (make it yourself) may be offset against positive income (+) of the tax periods ending in the subsequent 15 years. If there is no declaration, there is no compensation.

Example

If a year’s negative amount is not stated, and the next year’s amount is positive and stated, you cannot compensate for the negative result that was not previously declared. However, you can make a later statement.

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Financial Math: Formulas, Calculations, and Applications

Financial Mathematics: Formulas and Calculations

Tutorial 1: Decimal Shifting and Interest Formulas

  • If you get a positive value times a number, you need to shift the decimal to the right as many times as the number specified.
  • If the number is negative, move it to the left.

Simple Interest Formula:

S = FV = P(1 + i)k

Compound Interest Formula:

Sk = P(1 + i)k

SN = P(1 + I/T)n

Where:

  • I = Interest
  • T = Frequency of compounding
  • K = Number of years
  • N = Total number of periods (K * T or T * K)

Depreciation Formula:

V0

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