The document classifies research based on intent and methods. There are two main classifications:
1) According to intent: Includes pure research, applied research, exploratory research, action research, diagnostic studies, descriptive studies, and evaluation studies.
2) According to methods: Includes survey methods, case studies, experimental research, analytical studies, historical research, and field studies. Different research methods have varying purposes, strengths, limitations, and applications depending on the problem being examined. Interdisciplinary research combines tools from multiple disciplines to study a problem.
Evaluation for researchers is an important tool in assessing the merit of public and charitable services that everyone can use, and identifying ways in which those services could be improved.
Dr Helen Kara, an evaluation research specialist, presents the key elements of good practice at each stage of the evaluation process, helping you to better understand your research.
To learn more about evaluation download Helen's eBook: Beginners’ Guide to Evaluation - http://bit.ly/1Kr0vsG
Evaluation for researchers is an important tool in assessing the merit of public and charitable services that everyone can use, and identifying ways in which those services could be improved.
Dr Helen Kara, an evaluation research specialist, presents the key elements of good practice at each stage of the evaluation process, helping you to better understand your research.
To learn more about evaluation download Helen's eBook: Beginners’ Guide to Evaluation - http://bit.ly/1Kr0vsG
What is Business Research? Talking about Its Objectives, Characteristics, Criteria of Good Research, Types, When to conduct and an overview of research methodology....
Research Design, Concepts, Types, Sampling and sampling design, Measurement and Scaling, types, Error in scaling, criterion of good scale and classification of scaling
UNIT – I: INTRODUCTION TO BUSINESS RESEARCH: Meaning, Scope and Significance,
Characteristics of Good Research, Types of Research, Research Process, Scientific method-
Blocks, Identifying Research Problem, Concepts, Constructs, Variables, Proposition, and
Theoretical framework.
UNIT – II: RESEARCH FORMULATION AND DESIGNING: Defining and formulating the
research problem-Selecting the problem, Literature review-Importance of literature review
in defining a problem-Sources of collecting reviews, Development of working hypothesis.
Ethical issues in formulation of business research. Research design-Basic Principles, Need of
research design - Features of good design, Types of research design-Descriptive,
Exploratory, Experimental.
UNIT – III: DATA COLLECTION:Sources-Primary data merits and demerits -Sources of
primary data, Secondary data, Merits and demerits and its sources, Observation method
and merits and demerits, Tools for Data Collection, Constructing Questionnaire, Reliability
and Validity, Pilot Study, Scaling techniques-Rating and Ranking methods.
UNIT – IV: DATA ANALYSIS(CONCEPTUAL FRAME WORK):Parametric Test - t test, F
test and Z test - Non Parametric Test – How to select a test – Chi2 test, U Test, Kruskal
Wallis, Sign test- Correlation and Regression analyses. Multivariate Analysis – Factor
analysis, Cluster analysis, MDS, Discriminate Analysis.
UNIT – V: REPORTING AND THESIS WRITING: Structure and components of research
report, Types of report, Different steps in the preparation, Language of typical reports Illustrations and tables - Bibliography, referencing and footnotes - Oral presentation –
Planning – Preparation – Practice – Making presentation – Use of visual aids - Importance of
effective communication.
,
introduction to business research
,
business research defined
,
business research types
,
scientific method
,
basic postulate of scientific method
,
research process is cyclical
,
characteristics of scientific method
,
value versus costs
,
cross-functional teams
,
criteria of good research
In this presentation the impact of science is analyzed. The central concept is that of solving problems. The tensions of science debate are pointed out: academic freedom vs. demands of society.
What is Business Research? Talking about Its Objectives, Characteristics, Criteria of Good Research, Types, When to conduct and an overview of research methodology....
Research Design, Concepts, Types, Sampling and sampling design, Measurement and Scaling, types, Error in scaling, criterion of good scale and classification of scaling
UNIT – I: INTRODUCTION TO BUSINESS RESEARCH: Meaning, Scope and Significance,
Characteristics of Good Research, Types of Research, Research Process, Scientific method-
Blocks, Identifying Research Problem, Concepts, Constructs, Variables, Proposition, and
Theoretical framework.
UNIT – II: RESEARCH FORMULATION AND DESIGNING: Defining and formulating the
research problem-Selecting the problem, Literature review-Importance of literature review
in defining a problem-Sources of collecting reviews, Development of working hypothesis.
Ethical issues in formulation of business research. Research design-Basic Principles, Need of
research design - Features of good design, Types of research design-Descriptive,
Exploratory, Experimental.
UNIT – III: DATA COLLECTION:Sources-Primary data merits and demerits -Sources of
primary data, Secondary data, Merits and demerits and its sources, Observation method
and merits and demerits, Tools for Data Collection, Constructing Questionnaire, Reliability
and Validity, Pilot Study, Scaling techniques-Rating and Ranking methods.
UNIT – IV: DATA ANALYSIS(CONCEPTUAL FRAME WORK):Parametric Test - t test, F
test and Z test - Non Parametric Test – How to select a test – Chi2 test, U Test, Kruskal
Wallis, Sign test- Correlation and Regression analyses. Multivariate Analysis – Factor
analysis, Cluster analysis, MDS, Discriminate Analysis.
UNIT – V: REPORTING AND THESIS WRITING: Structure and components of research
report, Types of report, Different steps in the preparation, Language of typical reports Illustrations and tables - Bibliography, referencing and footnotes - Oral presentation –
Planning – Preparation – Practice – Making presentation – Use of visual aids - Importance of
effective communication.
,
introduction to business research
,
business research defined
,
business research types
,
scientific method
,
basic postulate of scientific method
,
research process is cyclical
,
characteristics of scientific method
,
value versus costs
,
cross-functional teams
,
criteria of good research
In this presentation the impact of science is analyzed. The central concept is that of solving problems. The tensions of science debate are pointed out: academic freedom vs. demands of society.
Part A- Research – Meaning, Scope and Significance, Type of Research, Research process, Characteristics of good research, Scientific method,
Part B- Research Design- Concept and importance of research design, Qualitative and quantitative research.
Part C- Exploratory research-Concept, Types, and uses. Descriptive research- Concept, Types, and uses.
Part D- Experimental research design. Concepts of independent and dependent variables.
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...John Andrews
SlideShare Description for "Chatty Kathy - UNC Bootcamp Final Project Presentation"
Title: Chatty Kathy: Enhancing Physical Activity Among Older Adults
Description:
Discover how Chatty Kathy, an innovative project developed at the UNC Bootcamp, aims to tackle the challenge of low physical activity among older adults. Our AI-driven solution uses peer interaction to boost and sustain exercise levels, significantly improving health outcomes. This presentation covers our problem statement, the rationale behind Chatty Kathy, synthetic data and persona creation, model performance metrics, a visual demonstration of the project, and potential future developments. Join us for an insightful Q&A session to explore the potential of this groundbreaking project.
Project Team: Jay Requarth, Jana Avery, John Andrews, Dr. Dick Davis II, Nee Buntoum, Nam Yeongjin & Mat Nicholas
Explore our comprehensive data analysis project presentation on predicting product ad campaign performance. Learn how data-driven insights can optimize your marketing strategies and enhance campaign effectiveness. Perfect for professionals and students looking to understand the power of data analysis in advertising. for more details visit: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/
Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...pchutichetpong
M Capital Group (“MCG”) expects to see demand and the changing evolution of supply, facilitated through institutional investment rotation out of offices and into work from home (“WFH”), while the ever-expanding need for data storage as global internet usage expands, with experts predicting 5.3 billion users by 2023. These market factors will be underpinned by technological changes, such as progressing cloud services and edge sites, allowing the industry to see strong expected annual growth of 13% over the next 4 years.
Whilst competitive headwinds remain, represented through the recent second bankruptcy filing of Sungard, which blames “COVID-19 and other macroeconomic trends including delayed customer spending decisions, insourcing and reductions in IT spending, energy inflation and reduction in demand for certain services”, the industry has seen key adjustments, where MCG believes that engineering cost management and technological innovation will be paramount to success.
MCG reports that the more favorable market conditions expected over the next few years, helped by the winding down of pandemic restrictions and a hybrid working environment will be driving market momentum forward. The continuous injection of capital by alternative investment firms, as well as the growing infrastructural investment from cloud service providers and social media companies, whose revenues are expected to grow over 3.6x larger by value in 2026, will likely help propel center provision and innovation. These factors paint a promising picture for the industry players that offset rising input costs and adapt to new technologies.
According to M Capital Group: “Specifically, the long-term cost-saving opportunities available from the rise of remote managing will likely aid value growth for the industry. Through margin optimization and further availability of capital for reinvestment, strong players will maintain their competitive foothold, while weaker players exit the market to balance supply and demand.”
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Subhajit Sahu
Abstract — Levelwise PageRank is an alternative method of PageRank computation which decomposes the input graph into a directed acyclic block-graph of strongly connected components, and processes them in topological order, one level at a time. This enables calculation for ranks in a distributed fashion without per-iteration communication, unlike the standard method where all vertices are processed in each iteration. It however comes with a precondition of the absence of dead ends in the input graph. Here, the native non-distributed performance of Levelwise PageRank was compared against Monolithic PageRank on a CPU as well as a GPU. To ensure a fair comparison, Monolithic PageRank was also performed on a graph where vertices were split by components. Results indicate that Levelwise PageRank is about as fast as Monolithic PageRank on the CPU, but quite a bit slower on the GPU. Slowdown on the GPU is likely caused by a large submission of small workloads, and expected to be non-issue when the computation is performed on massive graphs.
2. ACCORDING TO INTENTACCORDING TO INTENT
Research
classified
Pureresearch
Applied research
Exploratory research
Action research
Diagnoistic study
Descriptivestudy
Evaluation study
3. Pure ResearchPure Research
• Undertaken for the sake of knowledge without any
intention to apply it in practice.
• Undertaken out of intellectual curiosity and not
problem oriented
• Leads to new theory or refinement of existing ones.
• Also known as basic or fundamental research.
4. Contribution of pure researchContribution of pure research
• Offers solution to many practical problems
• Finds critical factors in a practical problems
• Develops many alternative solutions and thus
enables us to choose the best solution.
5. Applied ResearchApplied Research
• Carried out to find solution to a real life problem.
• Problem oriented and action directed.
Eg:- Marketing research, customer demand analysis
6. Contribution of Applied ResearchContribution of Applied Research
• Contributes to new facts.
• Puts theory to the tests.
• Helps in conceptual clarification.
7. DifferencesDifferences
Pure Applied
1. Creates theory solves the problem by
enriching the basis of
discipline
2. Undertaken for gathering
knowledge
Undertaken for betterment
of humanity
3. The sphere/ coverage of
activity is wide
It is confined to narrow
fields and is more specific in
nature
8. 4. It involves long and time
consuming process
It is short term and result
oriented
5. Involves huge financial
outlay
The financial outlay is
relatively less
9. Exploratory or Formative ResearchExploratory or Formative Research
• Study of an unfamiliar problem about which researcher
has little or no knowledge.
• It is un structured and much less focused on
predetermined objectives.
• Example: initial market research
10. Purpose of exploratory researchPurpose of exploratory research
• Generate new ideas
• Increase researcher’s familiarity with the problem
• Precise formulation of the problem
• Gather information to clarify concepts
• Determining the feasibility of study
11. Descriptive Research
• Fact finding investigation
• More specific than an exploratory study
• Focuses on particular aspects or dimensions of the
problem studied
• Data collected by observation, interviewing or survey
12. Objectives
• Identifying the various characteristics of problem
under study
• Does not deal with testing of hypothesis
• Should be useful for explanation, awareness etc
13. Differences
Descriptive study Analytical study
1. Identifies variables but does
not aim at testing hypothesis
Concerned with testing
hypothesis
2. Limited measurement and
analysis
Similar to an experimental
model
3. Employs simple statistical
techniques like averages and
percentages
Employs advanced statistical
technique like correlation and
multivariate analysis
14. Advantages
• It can focus directly on a theoretical point and can
result in subsequent theory building
• It can highlight methodological way of data
collection and interpretation
• Can result in predictions about areas of social life
outside the boundaries of research
• Provides facts needed for planning social action
programmes
15. Limitations
• Description an end in itself
• Focus on current conditions in social science
problems
• Over- use of statistics
16. Diagnostic study
• Aimed to determine “what is happening” “why
it is happening” and what can be done about it.
• Identifying the causes of a problem and
possible solutions for it
• Concerned with discovering and testing
whether certain variables are associated.
• Eg- medical researches.
17. Differences
Diagnostic study
1. Concerned with casual
relationships and with
implication for action
2. Directed towards
discovering what as well
as why is it happening
3. Deals with testing of
hypothesis
Descriptive study
Collecting some facts about
a problem
Directed towards finding out
what is occurring
Does not deal with testing of
hypothesis
18. Evaluation study
• Suchman defines
“ determination of the result attained by some activity
designed to accomplish some valued goal or objective
• Assessment of the effectiveness of social or economic
programmes implemented.
Eg. family planning scheme, irrigation projects ,
education schemes, etc…
19. Purpose
• Appraise the quality and quantity of an activity and
its performance
• Specify attributes and conditions required for its
success
• Concerned with change over time
20. Types of evaluation
• Concurrent evaluation – inspection or social audit of
an on going programme
• Periodic evaluation – carried out after each stage of
completion
• Terminal evaluation – carried out after the completion
of the project
21. Action Research
• Type of evaluation study
• It’s a concurrent evaluation study of an action
programme launched for solving a problem/
improving the existing situation
• Eg. Land reform programmes, agriculture extension
programmes, social wefare programmes etc…
22. CLASSIFICATION of RESEARCH
According to METHODS
• According to methods:
1. survey method
2. case study
3. experimental research
4. analytical study
5. historical research
23. SURVEYS
• Survey isa“fact finding” study.
• It isamethod of research involving collection of
datadirectly from apopulation or asample
thereof at particular time.
• Data may be collected by observation or
interviewing or mailing questionnaires
• Analysis by using simpleor complex statistical
techniques
24. CHARACTERSTICS
• Alwaysconducted in anatural setting
• Seeksresponsesdirectly from respondents
• Can cover very largepopulation
• It may involvean extensivestudy or an intensive
study
• It coversadefinitegeographical area: acity, or a
district, or astate
25. PURPOSES
• To provideinformation to government or planners
or businessenterprises
• Many enquiresaim to explain certain phenomena-
assesstheinfluenceof variousfactors
• Surveysmay bedesigned to makecomparisonsof
demographic groupsor attitudeof 2 different
groups
• Surveysconcerned with cause& effect relationships
can beuseful for making predictions(increasein
income& demand for durablegoods)
26. MERITS
• Theversatility of thesurvey method isits
greatest strength
• It facilitatesdrawing generalization
• It isflexibleto permit theuseof various
methodsof collection of data
• Surveysfamiliarizes theresearcher to
unanticipated or unknown problems
27. DEMERITS
• Feasibility depends upon the willingness &
cooperation of therespondents
• A samplesurvey issubject to sampling error
• Survey method depends primarily on verbal
behaviour. Hence, a survey is subject to
responseerrors
28. • There is a limit of the number of items of
information that can be collected in a single
survey
• A sample survey designed to represent a
population over a wider geographical area
may not give adequate representation to any
population characteristics
• It isvery expensivein termsof timeand cost
29. CASESTUDY
It isan in-depth comprehensivestudy of
person, asocial group, an episode, aprocess,
asituation, aprogramme, acommunity, an
institution or any other social unit.
30. EXAMPLE:
Tata Sky's Marketing Strategies
Abstract:
The case discusses the marketing strategies of Tata Sky Limited (Tata Sky), India-based'Direct
to Home' (DTH) service provider. Tata Sky was formed as a joint venture between the Tata
Group and the STAR Network in 2004. The company emphasized on all aspects of marketing
mix including product, price, place and promotion. It offered more than 170 channels along
with different interactive services. Tata Sky offered different channel packages so that
consumers could choose their favorite channels and pay only for those they wanted to watch.
The company had also built a wide distribution network to reach every household in India. It
also entered into agreements with ITC's e-Choupal, Godrej's Aadhar and Indian Oil
Corporation to extend its reach to the rural consumers. Tata Sky had also set up sales and
service dealers (SSDs) across semi-urban and rural markets of India. The company adopted
aggressive promotional strategies including television commercials (TVCs), outdoor, radio and
Internet advertising.
Issues:
» Understand thestructureof Indian DTH industry.
» Examinethegrowth strategiesof TataSky over theyears.
» Analyzethemarketing mix of TataSky.
» Evaluatethepromotional strategiesof TataSky.
» Identify thechallengesthat TataSky can facein thenear future.
Contents:
• Introduction
• TheIndian DTH Industry
• About TataSky
• TheMarketing Mix
• TheRoad Ahead
31. Recruitment and Training at JetBlue Airways
• Abstract:
Thecaseexaminestherecruitment and training practicesat theUS-based JetBlue
Airways(JetBlue), which helped it to maintain exceptional customer servicelevels.
Thecompany wasfounded in 1999 by David Neeleman. Thecompany'sculturewas
built around fivevalues- Safety, Caring, Integrity, Fun and Passion.
Sinceinception, thecompany encouraged employeesto givesuggestionsfor
improving itsservicesand all employeesweretreated equally. Whilerecruiting
people, JetBlueessentially looked for peoplewith positiveattitudeand who were
highly focused on customer service. Thecaseexaminesdifferent recruitment
practicesthat existed in thecompany for in-flight crew and pilots. Thedetailsof
training resourcesand different training programsfor flight attendantsand managers
in thecompany arealso discussed. Thecaseendswith adiscussion on thebenefits
JetBluederived through itsrecruitment and training practices.
• Issues:
» Understand theuniqueaspectsof JetBlue'sculture.
» Analyzetherecruitment and training practicesat JetBlue.
» Examinethetraining resourcesdeveloped by JetBlue.
» Understand how training programscan bedesigned based on thespecific needsof
acompany.
» Appreciatetheimportanceof recruiting theright peoplefor aparticular job.
32. MERITS
• Casestudiesareflexiblewith respect to
datacollection methods.
• It may beconducted practically in any kind
of social setting
• It helpsto probetheentirelifespan of a
social unit intensively & to analyzethe
complex factorsinfluencing thesocial unit
33. • Facilitateto understand everything about
social unit & thevariety of habits, traits&
qualitiescombined in asocial unit.
• Casestudy can extend virtually to any
dimensionsof thetopic studied
34. LIMITATIONS
• Moretimeconsuming than survey
• Inadequatefor an analysisof macro problems
• Danger of investigator’sover confidenceismore
in acasestudy
• Tendency for aresearcher to draw
generalizationsafter studying afew cases, which
may not berelevant to all situations
35. CASESTUDY Vs SURVEY
1. Survey is a board based investigation,
casestudy an intensiveinvestigation
2. Survey covers a large number of units,
case study is a study of a single unit/
group
3. Findings of a survey can be
generalized, finding of a case study
cannot begeneralized
36. Experimental research
• Designed to assess the effects of particular variables
on a phenomenon by keeping the other variables
constant or controlled
• Determines whether and in what manner variables are
related to each other
• Two sets of variables – dependent and independent
37. Conditions
• Select exactly identical groups
• The target group should be amenable for
experimentation
• Identify all independent variables
38. Analytical study
•This is a system of procedures and techniques of
analysis applied to quantitative data.
•Also known as statistical method.
•Aims in testing hypothesis and specifying the
relationship
•Aims in depth analysis of data
39. Historical research
•Studies past records
•Descriptive in nature
•Difficult task
•Helps in drawing generalisation from the past
trends in order to understand the present and to
anticipate the future
•The past contains the key to the present and the
past and the present influence the future.
40. Field studies
They are scientific enquires aimed at discovering the relations
and interactions among different variables in social institutions
and actual life situations
Only fine difference between survey and field studies
Field studies generally not concerned with covering
representative sample
41. INTER- DISCIPLINARY RESEARCH
Meaning:
Inter disciplinary approach isamethod of research in which
thetoolsof different sciencesareused to find an explanations
to thephenomenaunder study.
42. Essentialsof inter disciplinary approach
1. It isco- operative& co- ordinated research- followersof
different methodsof social science& other sciencescombines
together & pour their knowledgefor finding asolution to a
Problem under study
2. Specialist of different disciplinesagreeto work together-
Specialist of different disciplineshaveto haveproper
understanding & co-operations
3. Theresearch should beguided by utilization outlook- will
beuseful only when all thosewho combinein it areguided by
adesireto solveaparticular problem
43. 4. Theobject of thestudy should becommon-unlessthe
object of thestudy iscommon, variousspecialistswill not be
ableto join in theproject of thestudy