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Statistics Review: A Comprehensive Guide to Data Analysis

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Chapter 1: Categorical (Qualitative) Data

What is Categorical Data?

Categorical data describes the qualities of individuals or objects, rather than quantities. It's about characteristics that can be grouped into categories.

Examples of Categorical Data:

  • Hair Color
  • Preferred Clothing Brand
  • Nationality

Visualizing Categorical Data:

Categorical data is often displayed using:

  • Bar Charts
  • Pie Charts
  • Tables

Chapter 2: Quantitative Data

What is Quantitative Data?

Quantitative data deals with numbers and measurements. It allows for comparisons and mathematical operations.

Examples of Quantitative Data:

  • Height
  • Weight
  • Age

Visualizing Quantitative Data:

Quantitative data is often presented using:

  • Dot Plots
  • Stem Plots
  • Histograms

Measures of Center

  • Mode: The most frequent value
... Continue reading "Statistics Review: A Comprehensive Guide to Data Analysis" »

Bond Price Sensitivity and Default Risk Premium Analysis

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Bond Price Sensitivity

7.7 Interest rate sensitivity. An investor purchased the following 5 bonds. Each bond had a par value of $1,000 and an 8% yield to maturity on the purchase date. Immediately after the investor purchased them, interest rates fell, and each of them had a new YTM of 7%. What is the percentage change in price for each bond after the decline in interest rates? Fill in the following table:

BONDPRICE @8%PRICE @7%PERCENTAGE CHANGE
10 year 10% annual coupon1,134.201,210.716.75%
10 year zero463.19508.359.75%
5 year zero680.58721.994.76%
30 year zero99.38131.3732.19%
$100 perpetuity (100/0.8 or 0.7)1,250.001,428.5714.29%

N=10 Y=8 or 7 PV=? FV=1000 PTM=0 except coupon=100

Default Risk Premium

6.4 Default risk premium. A treasury bond that... Continue reading "Bond Price Sensitivity and Default Risk Premium Analysis" »

English Grammar Exercises: Mastering Sentence Transformation

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Exercise 21

Original: I don’t like this food as much as you do.
Transformed: You like this food more than I do.

Exercise 22

Original: What particularly impressed me was her accent-free pronunciation.
Transformed: I was particularly impressed by her accent-free pronunciation.

Exercise 23

Original: The result of the match was never in doubt.
Transformed: At no time was the result of the match doubted.

Exercise 24

Original: This will be the orchestra’s first performance outside London.
Transformed: This will be the first time the orchestra has performed outside London.

Exercise 25

Original: How long has this roof been leaking?
Transformed: When did the roof start to leak?

Exercise 26

Original: A waiter spilled soup over Lydia’s new dress last night.
Transformed:

... Continue reading "English Grammar Exercises: Mastering Sentence Transformation" »

Research Methods and Vocabulary: A Comprehensive Guide

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Vocabulary

English Definitions

Leading questions: Questions that encourage someone to answer in a certain way.

Mutually exclusive: Not able to be true or correct at the same time.

Weight: To give something more importance than something else.

Incentive: Something that will encourage people to do something.

Respondent: Person who completes a survey.

Analyse: To examine closely.

Ambiguity: When something has more than one possible meaning.

Jargon: Words used by one group of people, that other people might not understand.

Feedback: Opinions about something.

Dropout rate: The percentage of people who stop the survey before they have completed it.

Spanish Definitions

Liderar preguntas: Preguntas que animan a alguien a responder de cierta manera.

Mutuamente excluyentes:

... Continue reading "Research Methods and Vocabulary: A Comprehensive Guide" »

Understanding Statistical Moments: Formulas, Properties, and Applications

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Statistical Moments

A moment is a specific quantitative measure that characterizes a distribution. Two distributions are equal if their moments are equal.

Types of Moments:

  • Related to the origin (0 as a reference)
  • Related to the mean (μ as a reference)

Mr = (Σ(Xi – O)r.ni)/N

Where:

  • X: individual observations
  • r: Order of the moment (Order zero: r=0, First order: r=1, Second order: r=2, Third order: r=3)
  • O: Origin or reference point
  • n: frequency of each observation
  • N: total number of observations

Properties:

  • All moments of r=0 are equal to 1.
  • Moments related to the mean are frequently called central moments.
  • Moments with reference point 0 are frequently called ordinary moments.
  • The arithmetic mean corresponds to the ordinary moment of the first order (r=
... Continue reading "Understanding Statistical Moments: Formulas, Properties, and Applications" »

Hypotheses, Type I and Type II Errors, and Statistical Tests

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) Hypotheses, Type I and Type II Errors, and Statistical Tests

For each of the following tests, state the hypotheses, identify if it is a right-, left-, or two-tailed test and write Type I Error and Type II Error pertaining to the problem.

  1. a) A professor of statistics states that the average student spends 3 hours studying for the midterm exam. Ho: μ = 3 vs. Ha: μ ≠ 3 Two-tailed test Type I Error: Concluding the average student doesn’t study 3 hours for midterm when in fact that is false. Type II Error: Not concluding the average student doesn’t study 3 hours for midterm when in fact that is true.
  2. b) A spouse stated that the average amount of money spent on Christmas gifts for immediate family members is above $1,200. Ho: μ = 1200 (or
... Continue reading "Hypotheses, Type I and Type II Errors, and Statistical Tests" »

The Golden Circle: Driving Innovation and Quality Management

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Golden circle:

This relates to the innovation. If a company is able to attract those who share its beliefs, it is also able to connect easier with innovators.

This is a graph made up of three circles, each inside the other. Each circle has a meaning and a way to apply it to our business efficiently.

We can explain the operation of the Golden Circle in such a way that while most companies ask themselves the answers to the question 'what' as their starting point, they are fully aware of the 'how', but very few companies are clear about the 'why'.

The 'what' responds to what we do and what we want to do. The 'how' responds to the processes through which we carry out our actions, and the 'why' would respond to the reason why we develop our business.... Continue reading "The Golden Circle: Driving Innovation and Quality Management" »

Algebra I: Equations, Inequalities, and Functions

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Algebra I Review

Inequalities

What happens to the inequality sign if you multiply or divide by a negative number?

Flip the inequality symbol

Which part of the inequality sign determines when you have a closed circle on a graph?

The line under the symbol. (Equal to line)

Domain is the _______ value of an ordered pair, which is also known as the _________ value.

x, independent

Range is the ______ value of an ordered pair, which is also known as the _______ value.

y, dependent

Linear Equations

What is the formula to find the slope of a line?

m = (y2 - y1) / (x2 - x1)

Write the equation of the point-slope form of a line.

y - y1 = m(x - x1)

Write the equation of the slope-intercept form of a line.

y = mx + b

Write the equation of the standard form of a line.

Ax +
... Continue reading "Algebra I: Equations, Inequalities, and Functions" »

Year-End Accounting Adjustments and Profit Determination

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B. Changes in Inventories

The company must make an inventory of the stocks it has, doing a physical count of them and checking the result with the information recorded in the book balance. After verifying this data and correcting any differences, it is necessary to stabilize stock accounts; that is, to correct the accounting balance of these accounts to reflect reality.

C. Verification of Accounting Data

Before determining the result of the accounting fiscal year, the company must verify accounting data by checking, on the one hand, that there are no mistakes in arithmetic or transcription and, on the other, contrasting it with the economic reality. To do this, perform the following inventories and balances:

  • Trial Balance: Its purpose is to check
... Continue reading "Year-End Accounting Adjustments and Profit Determination" »

IAS 10: Events After the Balance Sheet Date - Key Accounting Standards

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International Accounting Standard No. 10

Events Occurring After the Balance Sheet Date

Objective

The objective of this Standard is to prescribe:

  1. when an entity shall adjust its financial statements for events after the balance sheet date and
  2. the disclosures that an entity should give about the date on which the financial statements were authorized for issue and about events after the balance sheet date.

The Standard also requires the entity that does not prepare its financial statements under the assumption of going concern, if the events after the balance sheet date indicate that this hypothesis of continuity is not appropriate.

Scope

This Standard is applicable in the accounting and disclosures related to events after the balance sheet date.

The events

... Continue reading "IAS 10: Events After the Balance Sheet Date - Key Accounting Standards" »