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52 Cards in this Set

  • Front
  • Back

__________ is the technique concerned with predicting some variables by knowing others. Uses a variable (x) to predict some outcome variable (y).

Regression

__________ Describes the strength of a linear relationship between two variables.

Correlation

Linear means "_________".

straight line

_____________ Tells us how to draw the straight line described by the correlation. minimizes residuals. Calculates the "best-fit" line for a certain set of data.

Regression

A procedure that minimizes the vertical deviations of plotted points surrounding a straight line.

Least Squares Method

The ___________ makes the sum of the squares of the residuals smaller than for any other line

Regression line

__________ describes the regression line mathematically.

Regression equation

__________indicates the location where it intersects an axis.

Intercept

_____________indicates the steepness (the property possessed by a line or surface that departs from the horizontal) of a line.

Slope

A process of selecting units from a population. Selecting a sample to determine certain character of population.



Enables researcher to make estimates of some unknown characteristics of the population in question.

Sampling

Finite group is called population


Infinite group is called universe

....

is an investigation of all the individual elements of a population.

A census

Advantages: Less costs, more accuracy, less field time, get information about large populations, when it is impossible to study the whole population.

True

is a subset of a large population of objects Individual, household, businesses, organizations and forth.

Sample

________" utilizes some form of random selection.

Probability Sampling

___________ , probability that does not involve random selection.

Non-probability

Types of Non-Probability Sampling



___________ ease of access, readiness to be a part of the sample, availability at a given time slot. A quick mode to collect data.

Convenience sampling

Types of Non-Probability Sampling



____________ according to traits or qualities and generalized to the entire population.



by different age groups, socio-economic backgrounds and also gender.

Quota Sampling

Types of Non-Probability Sampling:



____________restricted number of people in population.



The members of the sample are not randomly chosen.

Judgement sampling

Types of Non-Probability Sampling


________________ existing subjects provide referrals to recruit samples required for a research study Sample have traits that are rare to find.


A popular business study method.

Snowball sampling

Types of Probability Sampling



________ where the elements are chosen from a target population by selecting a random starting point and selecting other members after a fixed ‘sampling interval’.

Systematic Sampling

Types of Probability Sampling



homogeneous group (same types). randomly choose final members from the various strata for research which reduces cost and improves efficiency.

Stratified sampling

Types of Probability Sampling




area or geographical cluster sampling. Divide on the basis of area.

Cluster/area sampling

Types of Probability Sampling



divide large populations into stages to make sampling process more practical.



combination of stratified or cluster sampling and simple sampling.

Multi-stage sampling

A ________ value estimate for a population parameter.

single

An ______________ is an interval, or range values, used to estimate a population parameter.

Interval estimate

Used to calculate an interval of possible values of an unknown population parameter, in contrast to ___________, which is a single number.

point estimation

The level of confidence c is the probability that the interval estimate contains the _______________.


population parameter

It refers to the percentage of all possible samples that can be expected to include the true population parameter.

Level of Confidence

___________it is the difference between the point estimate. and the actual population parameter value is called the ____________.

Margin of Error


Sampling error

Given a level of confidence, the margin of error E is the greatest possible distance between the point estimate and the value of the ___________ it is estimating.

parameter

A ___________ is an assumption about the population parameter.


hypothesis

A________ is a population mean or proportion. and must be identified before analysis.

parameter

A __________ is a process that uses sample statistics to test a claim about the value of a population parameter.

hypothesis test

A verbal statement, or claim, about a population parameter is called a __________.

statistical hypothesis

The general goal of a hypothesis test is to rule out chance (sampling error) as a plausible explanation for the results from a research study.

True

technique to help determine whether a specific treatment has an effect on the individuals in a population.

Hypothesis testing

is a statistical hypothesis that contains a statement of equality.


null hypothesis H0


“H subzero” or “H naught”


is the complement of the null hypothesis. It is a statement that must be true if H0 is false and contains a statement of inequality.

A alternative hypothesis Ha

To write the null and alternative hypotheses, translate the claim made about the population parameter from a verbal statement to a mathematical statement.

true

Type of Error



_______ occurs if the null hypothesis is rejected when it is true.

Type I error

Type of Error



occurs if the null hypothesis is not rejected when it is false.

A type II error

In a hypothesis test, the level of significance is your maximum allowable probability of making a type I error. it is denoted by

a, the lowercase Greek letter alpha.


The probability of making a type II error is denoted by

b, the lowercase Greek letter beta.


The _________ of a hypothesis test depends on the nature of the test. There are three types of hypothesis tests – a left-, right-, or two-tailed test.

P-value

If the alternative hypothesis contains the less-than inequality symbol (<), the hypothesis test is a _________

left-tailed test

If the alternative hypothesis contains the greater-than symbol (>), the hypothesis test is a ____________.

right-tailed test

If the alternative hypothesis contains the not-equal-to symbol, the hypothesis test is a

two-tailed test. In a two-tailed test, each tail has an area of P.

If P ≤ pm, then reject H0


If P > pm, then fail to reject H0

......

Left tailed

more than or equal to(at least) and less than

Right tailed

less than or equal to(at most) and more than

is calculated by dividing the entire population size by the desired sample size

Sampling interval