Parameter Estimation, Inferences, and Tests of Difference
The benefits of parameter estimation are that the measurement gives you a sense of which customers are buying which products, what the production costs are, and how the profits will look. Essentially it allows one to use sample data to gauge the parameters of the distribution. By performing a type of test, the statistical analysis will tell you more about the population with a fitted distribution line curve depicting true values. This is a statistical way to evaluate or project one's profit-making potential based on the evidence or data available.
Types of parameters that marketing decision-makers would use would include location parameter, dispersion or scale parameter and shape parameter. Concentration parameter could also be of interest along with statistical parameters such as regression coefficients.
Examples of parameter methods that might be of interest to decision-makers in areas such as marketing would be probability plotting, which is…...
Efficient Market Hypothesis
As previously discussed, the weak form efficiency suggests that share prices should follow a random walk, in that each change in share price is unpredictable based on past information. Formally, this is expressed in the following relationship:
where the variables are independent and identically distributed random variables representing equity prices at times 1,2,3…,k. So X is the equity price, the equity price at a point in time n and the change in equity price at any given time is not explained by the past equity price.
The augmented Dickey-Fuller test considers the following model:
where p is the lag order of the process which can be determined by the examination of autocorrelation and autocorrelation plots, and are the factors determined by the regression. The unit root test has the null hypothesis, and the rejection of the null hypothesis implies that the time series is stationary. The variable y refers to the…...
mlaReferences
Chen, J. (2008). Variance ratio tests of random walk hypothesis of the euro exchange rate. International Business & Economics Research Journal. Vol. 7 (12) 97-105.
Jamaani, F. & Roca, E. (2015). Are the regional Gulf stock markets weak-form efficient as single stock markets and as a regional stock market? Research in International Business & Finance. Vol. 33 (2015) 221-246.
Wright, J. (2000). Alternative variance-ratio tests using ranks and signs. Journal of Business and Economic Statistics. Vol. 18 (2000) 1-9.
Data AnalysisTo analyze this data, one must identify the variables and their types. The variables in this dataset are: Participant: Categorical (1 = yes, 0 = no) Extra-Curricular Involvement: Categorical (1 = yes, 0 = no) Residence: Categorical (On campus, Off campus, Parents) Motivation: Numerical (1-10) Life Satisfaction: Numerical (1-10) Exam1: Numerical (0-100) Exam2: Numerical (0-100) Exam3: Numerical (0-100)One can analyze this data using descriptive statistics and data visualization techniques to understand the relationships between variables. Here are some possible analyses that one can perform:1. Descriptive statistics for each variable: Participant: 8 participants (53.3%) are not involved in the program, and 7 participants (46.7%) are involved. Extra-Curricular Involvement: 7 participants (46.7%) are involved in extra-curricular activities, and 8 participants (53.3%) are not involved. Residence: 5 participants (33.3%) live on campus, 4 participants (26.7%) live off campus, and 6 participants (40%) live with their parents. Motivation: The mean motivation score is…...
23343849
73
0.35009171
35-54
88.40378549
82
0.46387684
55+
81.36277603
93
1.66445872
2 = 11.39
This value does exceed the critical ?2 value for df = 2 at ? = 0.05. Therefore, we can assume that one of the observed values is significantly different from the expected value for that group. Without post-hoc pairwise tests it is impossible to say exactly which group is different. We can make an educated guess, however, that the proportion of 55+ shoppers in store a is statistically different from what would be expected by chance.
3. Collapse the response categories in the following table so that it meets the assumption of the Chi-square test, then perform the test.
Ownership (Collapsed)
Education
Owners
Non-owners
Some High School or Below
5
17
High School graduate
30
25
22
26
Post-Baccalaureate
5
7
Total
62
75
2 = 6.49. This does not exceed the critical ?2 value for df = 3, so we cannot assume that there is any significant difference between the observed counts of home ownership by educational level and those expected by chance.
4. A ?2 test to…...
testable hypothesis.
That residents spend less time teaching ever since promulgation of Duty-Hour estrictions (DH) and that this impacts their well-being and perception of patient-care.
Question 2 What research subjects or data sources did the researchers use in the study? 164 residents in internal medicine in UCSF. A survey was used that was first tested in a pilot study on noninternal medicine house-staff at the medical center and recent graduates of residency programs as well as reviewed by experts in medical education, outcomes research, and psychometrics. esearchers also used 'emotional exhaustion' scale to assess participants' level of exhaustion with their work.
Question 3 What are the specific variables of interest, as well as the possible confounds and covariates the researcher should consider? What are the data types and levels of these variables?
The specific variables of interest were the amount of time residents spent teaching before February 2003 compared to the amount of…...
mlaReferences
Goroll A.H, Sirio C, Duffy FD, et al. (2004). A new model for accreditation of residency programs in internal medicine. Annals of Internal Medicine, 140, 902 -- 9.
Data Analysis
1. The taster determined 11 of the 14 samples correctly. Three samples were incorrectly identified. Thus, the taster received a statistical score of 88%.
2. The results failed to support the null hypothesis. There was obviously a difference between the organic and conventional food items.
3. This output indicates that while there is a difference, the margin of 10% is too small.
4. The test indicated that for greater than 50% of the time the taster was able to identify the differences between organic and conventional foods.
5. For the next test, I would most likely use one fruit and run multiple tests with a single piece tasted each time.
Works Cited
Fullion, Laurence & Arzai, Stacey (2002), Does organic food taste better? A claim substantiation approach. Nutrition & Food Science, 32(4): 153-157.
Padel, Susanne & Foster, Carolyn (2005), Exploring the gap between attitudes and behaviour: Understanding why consumers buy or do not buy organic food.…...
The same variables of the cranial and caudal sacs would be observed in order to determine if the sounds being produced where indeed coming from these organs or not. It may be that these two organs are either the source of the sound or are in someway related to the sound that these researchers heard during the tank experiment coming from the swimbladder.
Did the newspaper article describe the research article correctly? Explain.
The newspaper article "Hearing the Repertoire of a Very Fearsome Fish" by Bhanoo (2011) did a good job in describing the research article correctly. It described how the researchers used piranhas to study and how they used a hydrophone to record underwater sounds coming from the piranhas. It described how the sounds made were recorded during fighting, charging and frontal display. The author explained how it was previously believed that piranhas produced only a single barking sound, but…...
mlaWorks Cited
Bhanoo, S.N. 2011. "Hearing the Repertoire of a Very Fearsome Fish." Web. Available at:
oire%20of%20fish&st=csehttp://www.nytimes.com/2011/10/18/science/18piranha.html?_r=1&scp=1&sq=repert
Millot, S., Vandewalle, P. & Parmentier, E. 2011. "Sound production in red-bellied piranhas
(Pygocentrus nattereri, Kner): an acoustical, behavioural and morphofunctional study." The Journal of Experimental Biology, 214, 3613-3618.
INVERTED U. HYPOTHESIS
It has been established that competitive state-anxiety normally follows a certain pattern of one-sided feelings of anxiety as well as inadequacy that combines with increased arousal of automatic nervous system (Fazey, 2008). Accordingly, the theory of Inverted U. hypothesis was formulated to explain this aspect, and it is widely applied in sports psychology. Inverted U. hypothesis a theory that suggest that there is a relative amount of anxiety and arousal that triggers one to perform higher- extremely little arousal or anxiety and too much arousal or anxiety will lead to poorer performance. This present paper briefly discusses the Inverted U. hypothesis in sports psychology.
Discussion
Until presently, the traditional Inverted theory had been the key model employed by sports psychologists to explain the arousal-performance relationship. Nevertheless, various sport psychology researchers have criticized this relationship, and the modern trend is a change towards a higher multidimensional perspective of arousal-anxiety and its…...
mlaBibliography
Fazey, J. (2008). The inverted-U hypothesis: a catastrophe for sport psychology? Leeds, British Association of Sports Sciences.
Pascuzzi, D.L. (2005). The effects of anxiety on gross motor performance a test of the inverted-U hypothesis. Thesis (M.S.) -- Western Illinois University, 1975.
Reeve, J. (2000). Understanding motivation and emotion. Fort Worth, TX, Harcourt College Publishers.
Schnabel, C., & Wagner, J. (2008). Union membership and age: the inverted u-shape hypothesis under test. Luneburg, Univ., Inst. fur Volkswirtschaftslehre.
H Hypothesis
The general field of human resources has become more and more difficult as well as more perilous. That is not just a simple generalized statement made for dramatic effect and just for the purpose of setting up the introduction of this paper. Indeed, there are some questions that can and should be posed by human resources professionals that do not have clear answers because of how complicated and how contradictory the field's body of work has become. The ethical implications and obligations pertaining to human resources have been made very muddled by contradicting laws and guidelines thus making real compliance beyond a reasonable doubt very hard to pull off.
The hypothesis that underlies this report comes down to one main statement, and that is as follows:
The different ethics, laws and vagueness that exists in both has made it possible to become completely and reliably compliant with the expectations and laws…...
mlaReferences
Bruoden, B.C. (1989). TAX FACTORS IN CHOOSING THE CORRECT CORPORATE STATUS. Journal Of Financial Planning, 2(2), 75.
Charen, M. (2011, July 22). What Else Will ObamaCare Mandate? | RealClearPolitics. What Else Will ObamaCare Mandate? | RealClearPolitics. Retrieved October 26, 2013, from all_be_free_110669.htmlhttp://www.realclearpolitics.com/articles/2011/07/22/it_should_
FoxNews.com. (2013, October 23). Teachers' unions fight bill that would bar sex offenders from schools. Fox News. Retrieved October 26, 2013, from http://www.foxnews.com/politics/2013/10/23/teachers-unions-fight-bill-that-would -
bar-sex-offenders-from-schools/
Disaster Preparedness
In the second hypothesis of the proposed research project, disaster management and emergency response are critical areas which can be explored further in terms of the United States' current performance in this area, applied in the context of national security. he second hypothesis of the study states that, there is a significant relationship between performance/competence in disaster preparedness and emergency response capabilities and the successful implementation of homeland security in the United States.
o test this hypothesis, the important variables that must be taken into consideration are (1) performance or competence in terms of disaster management and emergency response and (2) successful implementation of homeland security in the U.S. o measure performance or competence in terms of disaster management and emergency response, specific measures that could help determine this variable are the following: competency of individuals in agencies and departments responsible for disaster management and emergency response (on a national…...
mlaThis journal article explores the disaster preparedness of the government in terms of a medical emergency response in the event that a disaster or attack (such as the September 11 attack) occurs in U.S. territory. One of the identified issues in medical emergency response is the lack of resources (staff and capacity in hospitals) necessary for an effective emergency response to be implemented in hospitals (i.e., from a medical perspective).
Waeckerle, J. (2000). "Domestic preparedness for events involving weapons of mass destruction." Journal of the American Medical Association, Vol. 293, No. 2.
The article discusses the importance of frequent and intensive trainings as an effective mitigation plan in disaster management and emergency response planning. The discussion centers on preparedness in terms of responding to emergencies related to attacks with weapons of mass destruction or WMDs. The model introduced by the author proposed subsistence to the following steps in curtailing or preventing a WMD attack from escalating, such as: establishment of a surveillance system; specific training for health care personnel; and a central federal coordinating office responsible for spearheading an effective emergency response program, which would include the state and local representatives of law enforcement, fire services, emergency managers, and healthcare professionals.
There are numerous reasons why so many movies fail the Bechdel test. Most of these reasons directly correspond to the exact nature of this assessment, and what it reveals about society. Still others of these reasons pertain to the function of films within society. For the most part, they are used to reinforce societal values and mores. To a lesser extent, this medium is also widely deployed as a means of introducing new societal norms which will one day become part of the social establishment. Finally, still other reasons directly correlate to the notion of gender and gender constructs in Westernization today. A thorough examination of these different reasons reveals so many movies fail the Bechdel test because they reflect the values of a male-dominated society.
In examining the specific way in which this this thesis applies to some of the theorists analyzed within this class, it is first necessary to…...
The survey will not take much of your time. It will take approximately 5-10 minutes to complete.
The objective of this study is to determine human factors affecting the safe operation of the Unmanned Aerial Vehicles (UAVs) at the United States Air Force. The study is a part of research project for a Master's degree program in aviation/aerospace management. The phrase "heavy" aircraft refers to cargo, transport, or refueling aircraft. Aviation incident refers to an incident in which either the military or the National Transportation Safety Board (NTSB) conducts a safety investigation.
Following is a list of possible attributes of UAV pilots. The scale is rated from 1 to 5; "1" being "not very important" and "5" being "very important."
Please Tick an appropriate answer from 1 to 6.
For a UAV pilot to demonstrate effective aviation safety, he or she should be a:
1. Graduate from Undergraduate Pilot Training (UPT)
2. To be under…...
mlaReferences
Barribeau, P. Butler, B. Corney, J. et al. (2005). Survey Research. Writing@CSU. Colorado State University Department of English. Retrieved [26 August 2011] from http://writing.colostate.edu/guides/research/survey/ .
Trochim, W & Donnelly, J.P. (2007). The Research Methods Knowledge Base, (3RD Edition). Atomic Dog Publishing.USA.
Appendices
Appendix 1: Survey of Perceived Characteristics of UAV Pilots
Self-Concept & Self-Esteem
Self-Concept and Self-Esteem Study
State your hypothesis (remember correlation ? causation, so don't hypothesize that one causes the other):
Main Hypothesis: There is a significant relationship between self-esteem and self-concept, or the individual's sense of self or identity.
Specifically,
There is a significant relationship between an individual's level of self-esteem and his/her level of achievement motivation.
There is a significant relationship between an individual's level of self-esteem and his/her perceived degree of self-accomplishment.
Enter your data (feel free to add columns if you need to for your hypothesis).
Self-Esteem variable:
High self-esteem
Statement Test variable:
- Achievement Motivation
Perceived degree of self-accomplishment
Low self-esteem
No achievement motivation mentioned
High self-esteem
Mentioned achievement motivation and positive report on self-accomplishment
High self-esteem
Mentioned positive report on self-accomplishment
Low self-esteem
No achievement motivation mentioned
Negative report on self-accomplishment
Do you see the pattern that you hypothesized?
Salient in this self-concept and self-esteem study that indeed, there is a relationship between self-esteem and the individual's self-reported self-concept. Although no directional relationships are established from…...
mlaReference:
Ursin, H. And H. Eriksen. (2004). "The cognitive activation theory of stress." Psychoneuroendocrinoloy, Vol. 29.
Nokes and Nwakeze (2007) was to test the effectiveness of health outcomes on health outcomes of HIV and people aged 50+ and older. This was a quasi-experimental designs and random sampling was used. The study setting was a community-based organization that served resource-challenged people living with HIV / AIDS and many of these were black with minimal education. There were potentially 639 eligible clients, but despite repeated attempts many could not be reached. In the end, 43 people participated in the research.
Identify the reliability and validity of the data collection instrument.
If the data collection instrument has been newly developed, has the appropriate pretesting for reliability and validity been conducted?
If that data collection instrument is an established one, has sufficient evidence been provided from prior studies to allow evaluation of the instrument's reliability and validity?
No data collection instrument was used in this case. Rather the premise of random sampling was…...
Technical Analysis in the Implication of Efficient Market Hypothesis on Silver Market
The thesis is for the study of simple commonly used technical trading rules, which are applied on silver market. It covers years 1989 to 2005. A famous study carried out by Lakonishok, Lebaon and in year, 1992 has clearly shown that technical analysis can lead to abnormal prices when compared with buy-and-hold strategy. Other studies have been carried out and found out that technical trading rules cannot over-rule passive investment management strategy. The study uses Brock et al.'s methodology. Several trading rules are discussed (Dawson & Steeley 2003).
LITEATUE IVIEW
In financial theory, efficiency of financial silver market is highly disputed. This has led to many attempts to explain efficiency of silver markets. Eugene.F. Fama formulated the most famous definition in 1970 referred to as the, Efficient Silver market Hypothesis (EHM). The basis of the hypothesis is that a security price…...
mlaReferences
Alexander, S.S. (1964) 'Price Movements in Speculative Markets: Trends or Random Walks'. Industrial management Review 5 (2), 25-46
Brock, W., Lakonishok, J., & LeBaron, B. (1992) 'Simple Technical Trading Rules and the Stochastic Properties of Stock Returns'. Journal of finance 4, (5), 1731-1764
Chang, P.H., & Osler, C.L. (1999) 'Methodical Madness: Technical Analysis and the Irrationality of Exchange Rate Forecasts'. Economic Journal 109 (458), 636-661
Dawson, E.R., & Steeley, J. (2003) 'On the Existence of Visual Technical Patterns in the Uk Stock Market'. Journal of Business Finance and Accounting 30 (1-2), 263-293
Interviews vs. Questionnaires: Purpose and Distinction in Research
Introduction
Interviews and questionnaires are two widely used data collection methods in research. While both involve obtaining information from respondents, they differ significantly in their purpose, approach, and advantages. Understanding the distinction between these methods is crucial for researchers to select the most appropriate tool for their research objectives.
Purpose and Objectives
Interviews
Purpose: To gather in-depth, qualitative data from a small number of respondents.
Objectives:
Explore complex issues and perspectives
Understand motivations, beliefs, and experiences
Uncover hidden meanings and narratives
Questionnaires
Purpose: To collect quantitative data from a large number of respondents.
Objectives:
Measure variables and....
Purpose of Questionnaires in Research
Questionnaires are widely employed in research to gather data from a specific population or sample. They consist of a series of questions aimed at collecting information on various aspects of the research topic. Questionnaires serve several critical purposes in the research process:
1. Data Collection:
The primary purpose of questionnaires is to collect data on the research topic. They allow researchers to gather information on respondents' demographics, opinions, attitudes, behaviors, and experiences. This data is essential for understanding the research problem, testing hypotheses, and drawing conclusions.
2. Quantifying Responses:
Questionnaires typically use closed-ended questions, which allow respondents to select pre-defined....
Positivist and Constructivist Perspectives in Research
Introduction
The positivist and constructivist perspectives represent distinct paradigms in research methodologies, with contrasting approaches to understanding the nature of reality and the methods used to investigate it. This essay will explore the fundamental differences between these two perspectives in terms of their assumptions, methods, and implications for research practice.
Positivist Perspective
Positivism emerged as a dominant research paradigm during the 19th century, emphasizing the importance of objective, scientific inquiry to understand the world. Its proponents assert that reality exists independently of the observer and can be apprehended through empirical observation and experimentation.
Key Assumptions:
Reality is objective....
Critical Theory and Positivism in Health and Social Care Research
Introduction:
Critical theory and positivism are two contrasting epistemological approaches that significantly shape how health and social care issues are understood and researched. Each approach has its distinct assumptions, methods, and implications for knowledge production in this field.
Critical Theory:
Assumptions:
Reality is socially constructed and not objectively observable.
Power relations and societal structures influence knowledge production and social outcomes.
Research should aim to expose systemic inequalities and challenge dominant ideologies.
Methods:
Qualitative methods, such as ethnography, discourse analysis, and grounded theory.
Participatory approaches that involve marginalized populations in the research process.
Focus....
Our semester plans gives you unlimited, unrestricted access to our entire library of resources —writing tools, guides, example essays, tutorials, class notes, and more.
Get Started Now