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LECTURE NO 02

 Thinking like a researcher
 Barriers to rehabilitation research
 Obstacles to rehabilitation research
 Overcoming barriers
 Research publication vehicles
 Theory in rehabilitation research
 Criteria for evaluating research problems
 Evidence-based practice
 Finding research literature
 Criteria for evaluating research problems
 Types of information
 Some common rehabilitation databases
In this Lecture

1st Semester
MS-PT(NMPT)
RRTM 6052 (02CH)
Research Methods in Rehabilitation
LECTURE NO 03

Variables, and Definitions
Problems and Hypotheses
Defining the research problem,
Formulation of the research hypotheses,
The importance of problems and hypotheses
In this Lecture
Dr Abdul Ghafoor Sajjad
HOD/Associate Professor
Department of Rehabilitation
Sciences
STMU

One of the most important functions of
clinical science—and science in
general—is to determine cause and
effect.
VARIABLES

“When there is a change in ‘A,’ does a
change in ‘B’ result?”
We can suppose that the change in “A”
was the cause of the change in “B.”
We are constantly applying empirical
methods. In looking for cause-and-
effect relationships.
VARIABLES

To understand cause and effect, the
concept of variables must be
understood
Variables change within the course of
an experiment, whether clinical
treatment or not.
VARIABLES

If there is no change to an aspect, that
aspect is a constant, not a variable.
A Physical therapist tries two different
treatments for low back pain on a series
of 70-year-old patients. Because
treatment varied (i.e., there were two),
treatment is a variable. Because age did
not vary (i.e., all patients were 70), age
was not a variable, but a constant
VARIABLES

Variables are things you measure,
manipulate and control in statistics and
research.
All studies analyze a variable, which
can describe a person, place, thing or
idea.
A variable's value can change between
groups or over time.
VARIABLES

Independ
ent
variables
Depende
nt
variables
Interveni
ng
variables
Moderati
ng
variables
Control
variables
Extraneou
s variable
TYPES OF VARIABLES

•Discrete
•Continuous
Quantitative variables
•Binary
•Nominal
•Ordinal
Qualitative variables
Confounding variables
Composite variables
TYPES OF VARIABLES

Independ
ent
variables
Depende
nt
variables
Interveni
ng
variables
Moderati
ng
variables
Control
variables
Extraneou
s variable
TYPES OF VARIABLES

INDEPENDENT VARIABLES

An independent variable is a singular
characteristic that the other variables in
your experiment cannot change.
Age is an example of an independent
variable.
Where someone lives, what they eat or
how much they exercise are not going to
change their age. Independent variables
can, however, change other variables.
INDEPENDENT VARIABLES

Independ
ent
variables
Depende
nt
variables
Interveni
ng
variables
Moderati
ng
variables
Control
variables
Extraneou
s variable
TYPES OF VARIABLES

Dependent variables are the
outcomes of a study, whether clinical
intervention or not.
They are dependent because their
values depend on changes in the
independent variable.
DEPENDENT VARIABLES

Dependent variables are the
outcomes of a study, whether clinical
intervention or not.
They are dependent because their
values depend on changes in the
independent variable.
DEPENDENT VARIABLES

In physical therapy, some common
dependent variables are:
Range of motion,
Pain rating,
Functional Independence Measure.
DEPENDENT VARIABLES

A dependent variable must be
operationally defined.
That is, the researcher must decide how
to measure the outcome.
It is not enough to say that range of
motion is being measured; the metric
used (degrees, in this case) must be
specified.
DEPENDENT VARIABLES

Hinman and colleagues3 examined the
effects of aquatic physical therapy on
hip or knee osteoarthritis. Outcome
included measures of pain, physical
function, physical activity levels,
quality of life, and muscle strength.
DEPENDENT VARIABLES

DEPENDENT VARIABLES

Difference Between VAS & NPRS
?
DEPENDENT VARIABLES

Independ
ent
variables
Depende
nt
variables
Interveni
ng
variables
Moderati
ng
variables
Control
variables
Extraneou
s variable
TYPES OF VARIABLES

 An intervening variable, sometimes called a
mediator variable, is a theoretical variable the
researcher uses to explain a cause or connection
between other study variables
 Usually dependent and independent ones. They
are associations instead of observations.
 For example, if wealth is the independent
variable, and a long life span is a dependent
variable, the researcher might hypothesize that
access to quality healthcare is the intervening
variable that links wealth and life span.
INTERVENING VARIABLES

Independ
ent
variables
Depende
nt
variables
Interveni
ng
variables
Moderati
ng
variables
Control
variables
Extraneou
s variable
TYPES OF VARIABLES

 A moderating or moderator variable changes the
relationship between dependent and independent
variables by strengthening or weakening the
intervening variable's effect.
 For example, in a study looking at the relationship
between economic status (independent variable)
and how frequently people get physical exams
from a doctor (dependent variable), age is a
moderating variable. That relationship might be
weaker in younger individuals and stronger in
older individuals.
MODERATING VARIABLES

Independ
ent
variables
Depende
nt
variables
Interveni
ng
variables
Moderati
ng
variables
Control
variables
Extraneou
s variable
TYPES OF VARIABLES

 Control or controlling variables are characteristics
that are constant and do not change during a study.
 They have no effect on other variables.
 Researchers might intentionally keep a control
variable the same throughout an experiment to
prevent bias.
 For example, in an experiment about plant
development, control variables might include the
amounts of fertilizer and water each plant gets.
These amounts are always the same so that they do
not affect the plants' growth.
CONTROL VARIABLES

Independ
ent
variables
Depende
nt
variables
Interveni
ng
variables
Moderati
ng
variables
Control
variables
Extraneou
s variable
TYPES OF VARIABLES

 Extraneous variables are factors that affect the
dependent variable but that the researcher did not
originally consider when designing the experiment.
 These unwanted variables can unintentionally change a
study's results or how a researcher interprets those
results.
 Take, for example, a study assessing whether private
tutoring or online courses are more effective at
improving students' Spanish test scores. Extraneous
variables that might unintentionally influence the
outcome include parental support, prior knowledge of
a foreign language or socioeconomic status.
EXTRANEOUS VARIABLE

•Discrete
•Continuous
Quantitative variables
•Binary
•Nominal
•Ordinal
Qualitative
variables
Confounding
variables
Composite
variables
TYPES OF VARIABLES

 Quantitative variables are any data sets that involve
numbers or amounts. Examples might include
height, distance or number of items. Researchers can
further categorize quantitative variables into two
types:
 Discrete
 Continuous
QUANTITATIVE VARIABLES

QUANTITATIVE VARIABLES
 Discrete
 Any numerical
variables you can
realistically count,
such as the coins in
your wallet or the
money in your
savings account.
 Continuous
 Numerical variables
that you could never
finish counting, such
as time, Temperature
etc

•Discrete
•Continuous
Quantitative
variables
•Binary
•Nominal
•Ordinal
Qualitative
variables
Confounding
variables
Composite
variables
TYPES OF VARIABLES

Qualitative, or categorical, variables are
non-numerical values or groupings.
Examples might include eye or hair
color.
Researchers can further categorize
qualitative variables into three types:
 Binary
 Nominal
 Ordinal
QUALITATIVE VARIABLES

 Binary
 Variables with only two categories, such as male or
female, red or blue.
 Nominal
 Variables you can organize in more than two categories
that do not follow a particular order. Take, for example,
housing types: Single-family home, condominium, tiny
home.
 Ordinal
 Variables you can organize in more than two categories
that follow a particular order. Take, for example, level of
satisfaction: Unsatisfied, neutral, satisfied.
QUALITATIVE VARIABLES

•Discrete
•Continuous
Quantitative variables
•Binary
•Nominal
•Ordinal
Qualitative
variables
Confounding
variables
Composite
variables
TYPES OF VARIABLES

 A confounding variable is one you did not account
for that can disguise another variable's effects.
 Confounding variables can invalidate your
experiment results by making them biased or
suggesting a relationship between variables exists
when it does not.
 For example, if you are studying the relationship
between exercise level (independent variable) and
body mass index (dependent variable) but do not
consider age's effect on these factors, it becomes a
confounding variable that changes your results.
CONFOUNDING VARIABLES

•Discrete
•Continuous
Quantitative variables
•Binary
•Nominal
•Ordinal
Qualitative
variables
Confounding
variables
Composite
variables
TYPES OF VARIABLES

A composite variable is two or more
variables combined to make a more
complex variable.
Overall health is an example of a
composite variable if you use other
variables, such as weight, blood
pressure and chronic pain, to determine
overall health in your experiment.
COMPOSITE VARIABLES

References
• https://www.indeed.com/
career-advice/career-
development/types-of-
variables
Lecture no 03 mspt 1st semester research methods in rehabilitation by abdul ghafoor sajjad

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Lecture no 03 mspt 1st semester research methods in rehabilitation by abdul ghafoor sajjad