HSS 2381 A Quantitative Methods in Health Sciences Selim Khan, MBBS, MPH, PhD (ABD) Tuesday Sept 11, 2018.

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Presentation transcript:

HSS 2381 A Quantitative Methods in Health Sciences Selim Khan, MBBS, MPH, PhD (ABD) Tuesday Sept 11, 2018

Topics Covered Course overview Introduction to the Research Scientific Methods Quantitative & Qualitative Data Hypothesis Variables Level of Measurement

Course overview Link to Class 1 Slides: 1 Slideshttp://slideplayer.com/user/slides/ YouTube Video: Research Methods IntroductionResearch Methods Introduction Link to Reading Contents: Chapter 1Chapter 1 Resources

Today: How to Take an Online Quiz? Pre-Assessment Quiz (complete by 4:30 pm today, September 11) Before the Next Class: Complete a learning activity: Ice Break and Your ExpectationsIce Break and Your Expectations [Know your peers and share your expectations] Tasks to Complete

Learning Outcomes Know what research is. Clarify scientific methods of research Identify primary and secondary data Identify differences between quantitative and qualitative research Understand variables Know about the levels of measurement

What is Research? investigate systematically. Process used to collect and analyze information to increase our understanding of a topic or issue". (Creswell, 2011) We may think we know the answer to our question already But until we have subjected our problem to rigorous scientific scrutiny, our 'knowledge' remains little more than guesswork or at best, intuition 6

What is research about? Answering important and interesting questions Not just data collection Research questions are about what you WANT TO KNOW Not about WHAT YOU WANT TO DO 7

8

Scientific Method The scientific method is a body of techniques for investigating phenomena, acquiring new knowledge, or correcting and integrating previous knowledge. To be termed scientific, a method of inquiry is commonly based on empirical or measurable evidence subject to specific principles of reasoning.

How Do We Use Scientific Methods?

Classical Scientific Method Observation of some phenomenon Maybe systematic, occasional or accidental Some idea of an explanation (hypothesis) Induction, conjecture, intuition, guesswork Usually informed by related work Testing of the hypothesis Test and revision cycle 12

Quantitative vs Qualitative Quantitative research systematically observe changes in the phenomena of interest while manipulating what are believed to be causal influences Qualitative research may be more concerned with the individual’s personal experiences of the problem under study 17

Quantitative Research: Systematic scientific investigation of numeric data and their relationships.

Overview of Quantitative Research The objective of quantitative research is to develop and employ mathematical models, theories and hypotheses pertaining to natural phenomena. Measuring is key in quantitative research because it shows the relationship between data and observation.

Research Hypotheses for Quantitative Research Educated guess or presumption based on literature States the nature of the relationship between two or more variables Predicts the research outcome Research study designed to test the relationship described in the hypothesis 22

Quantitative Research Hypotheses Directional hypothesis or two way Precise statement indicating the nature and direction of the relationship/difference between variables Non-directional hypothesis or one way States only that relationship/difference will occur 23

Assessing Hypotheses Simply stated? Single sentence? At least two variables? Variables clearly stated? Is the relationship/difference precisely stated? Testable? 24

Null Hypotheses Implicit complementary statement to the research hypothesis States no relationship/difference exists between variables Statistical test performed on the null Assumed to be true until support for the research hypothesis is demonstrated 25

Types of Variables Variable Element that is identified in the hypothesis or research question Property or characteristic of people or things that varies in quality or magnitude Must have two or more levels Must be identified as independent or dependent 26

Independent Variables Manipulation or variation of this variable is the cause of change in other variables Technically, independent variable is the term reserved for experimental studies Also called antecedent variable, experimental variable, treatment variable, causal variable, predictor variable 27

Dependent Variables The variable of primary interest Research question/hypothesis describes, explains, or predicts changes in it The variable that is influenced or changed by the independent variable In non-experimental research, also called criterion variable, outcome variable 28

Independent and Dependent Variables Cannot specify independent variables without specifying dependent variables Number of independent and dependent variables depends on the nature and complexity of the study The number and type of variables dictates which statistical test will be used 29

The Levels of Measurement Nominal Ordinal Interval Ratio

Nominal Measurement The values “name” the attribute uniquely (classification). The value does not imply any ordering of the cases

Ordinal Measurement Ordinal: These variables are also categorical, but we can say that some categories are higher than others. For example, income tax brackets, social class, levels of education etc. However, we cannot measure the distance between categories, only which is higher or lower. Hence, we cannot say that someone is twice as educated as someone else. Can also be used as a dependent variable.

Ordinal Measurement When attributes can be rank-ordered… Distances between attributes do not have any meaning, for example, code Educational Attainment as 0=less than H.S. 1=some H.S. 2=H.S. degree 3=some college 4=college degree 5=post college Is the distance from 0 to 1 the same as 3 to 4?

Interval Measurement Interval: Variables of this type are called scalar or index variables in the sense they provide a scale or index that allows us to measure between levels. We can not only measure which is higher or lower, but how much so. Distance is measured between points on a scale with even units. Good example is temperature based on Fahrenheit or Celsius.

Ratio Measurement Ratio: Similar to interval level variables in that it can measure the distance between two points, but can do so in absolute terms. Ratio measures have a true zero, unlike interval measures. For example, one can say that someone is twice as rich as someone else based on the value of their assets since to have no money is based on a starting point of zero.

Ratio Measurement Has an absolute zero that is meaningful Can construct a meaningful ratio (fraction), for example, number of clients in past six months It is meaningful to say that “...we had twice as many clients in this period as we did in the previous six months.

Measurement Hierarchy NOMINAL ORDINAL INTERVAL RATIO WEAKEST STRONGEST

Provide your expectations from the Course and Instructor Please refer to the Virtual Campus website Complete by 4:30 pm EST September 18

Virtual Campus It is your responsibility to check the course website for class notes, assignment handouts, articles and important messagescourse website

For next week... Frequency Distributions

Any questions? Please feel free to contact Selim Khan Phone office: Ext. ####