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Assignment 2 – Statistical Concepts & Research Methods
Assignment 2 – Statistical Concepts & Research Methods
Ty’jah M. Hill
Department of Counseling, Nova Southeastern University
PYCL 0507: Research and Evaluation
Dr. Elda Veloso
February 25, 2022
Scales of Measurement
The nominal measurement scale determines the identity of the data (Renze, 2021). However, there is no numerical value (Renze, 2021). The data can be arranged but not multiplied, divided, added, or removed. It’s also unattainable to quantify the distinction between data points. For example, nominal data includes names, which means that the difference is that there is no natural ordering of nominal values (Renze, 2021). However, you can put it in alphabetic order, but it doesn’t change the actual data order. Nominal data can determine the pattern.
The ordinal scale describes data set in a specific order. The critical difference is that ordinal values have a natural ordering (Renze, 2021). It can also test two ordinal values for their order and specify the median. Interval data is a type of numerical data. It is the measured quantity of things. Interval data allow for a degree of distinction between two values.
The zero point on an interval scale by chance; doesn’t represent a minimum natural quantity of what is in that measure (Renze, 2021). As well, it determined both the mode and the median. We can also add or subtract interval data. What’s more, we can also choose the arithmetic mean.The ratio scale adds, subtract, divide, and multiply data. Ratio scales are distinguished from interval scales by the presence of a true zero. The zero denotes the absence of a value point in the data (Renze, 2021). The properties of all four measurement scales contain scale measurement scales.
Measures of Central Tendency
Measures of central tendency are the middle, or the average, of a data set (Bhandari, 2022). The three most common measurements of central tendency are the mode, median, and mean (Bhandari, 2022). The most recurring value is the mode of the cluster. It tells the sample’s most popular choice or most common characteristics. A data set can often have no mode, one mode, or more than one mode, depending on how many different values duplicate most frequently(Bhandari, 2022).
To find the mode, order the values from low to high. Then, Identify the value or values that occur most often. The median is the value in the middle of a data set ordered. It’s a measurement of the central tendency that splits the lowest 50% from the highest 50% of values (Bhandari, 2022). The median is the most useful measure of central tendency for skewed distributions or outliers (Bhandari, 2022). The mean of a dataset is the sum of all values divided by the total number of values.
Measures of Variability
Variability refers to the distance between data points and the distribution’s center (Bhandari, 2022). The range describes the data spread from the lowest to the highest value. Subtract the lower value from the highest value in the data set. The standard deviation measures the dataset’s average variability (Bhandari, 2022).
The average of squared deviations from the mean is the variance.
The distance between a score and the mean is its deviation from the mean. The variance is equal to the square of the standard deviation. Variance units are far more significant than those used to represent a standard data set value.
Frequencies
Table 1
Table 2
Graph 1
Table 3
Table 4
Graph 2
Table 5
Descriptive Statistics
N Minimum Maximum Mean Std. Deviation Variance Skewness
Statistic Statistic Statistic Statistic Statistic Statistic Statistic Std. Error
Grades 7 36.00 98.00 74.5714 23.56450 555.286 -.908 .794
Valid N (listwise) 7 Table 6
Descriptive Statistics
N Minimum Maximum Mean Std. Deviation Variance Skewness
Statistic Statistic Statistic Statistic Statistic Statistic Statistic Std. Error
Hours slept 7 4 10 6.96 2.128 4.530 -.502 .794
Valid N (listwise) 7 References
Bhandari, P. (2022, January 5). Central tendency: Mean, median and Mode. Scribbr. Retrieved February 26, 2022, from https://www.scribbr.com/statistics/central-tendency/Renze, M. (2021, June 28). Nominal, ordinal, interval, and ratio data. Matthewrenze. Retrieved February 26, 2022, from https://matthewrenze.com/articles/the-four-subtypes-of-data-in-data-science/
SPSS software. IBM. (n.d.). Retrieved February 27, 2022, from https://www.ibm.com/analytics/spss-statistics-software
Health Care Service
Health Care Service
Contents
TOC o “1-3” h z u HYPERLINK l “_Toc377628959” Executive Summary PAGEREF _Toc377628959 h 1
HYPERLINK l “_Toc377628960” Business Case Analysis PAGEREF _Toc377628960 h 1
HYPERLINK l “_Toc377628961” Business and Operational Impacts PAGEREF _Toc377628961 h 2
HYPERLINK l “_Toc377628962” Options and Cost-Benefit Analysis PAGEREF _Toc377628962 h 3
HYPERLINK l “_Toc377628963” Hiring additional permanent personnel PAGEREF _Toc377628963 h 3
HYPERLINK l “_Toc377628964” Hire short-term temporary personnel PAGEREF _Toc377628964 h 3
HYPERLINK l “_Toc377628965” Pull personnel from other underutilized units PAGEREF _Toc377628965 h 4
HYPERLINK l “_Toc377628966” Pay overtime and bonuses to current employees PAGEREF _Toc377628966 h 4
HYPERLINK l “_Toc377628967” Conclusions and Recommendations PAGEREF _Toc377628967 h 5
Executive SummaryHealth care service provision is affected by the shortages in nursing personnel. To raise the numbers of nursing personnel available in a high demand setting Monarch General Hospital will have to consider a number of managerial options that best fit in the set targets. Reduction of costs and sustainable quality of services will be the main consideration areas for the management. Among the main options, short-term hiring, permanent hiring, redeployment from underutilized sections as well as overtime sessions will be discussed in this discourse. A few recommendations and conclusion are also included in the tail end of this presentation.
Business Case AnalysisBackground
The health care industry is among the high-end service sectors defined by the nature of labor delivery conditions such as supply of skilled labor. Shortages in labor supply in the industry affect the entire industry as well as compromise the health of patients seeking health care. The high skill demand required in health care services implies that the supply of labor in the industry is affected by the variables in other sectors such as the education sector. Additionally, healthcare labor market is affected by economic factors that tend to push remuneration pretty higher than many other service industries.
With an increase in demand for health care services, against a backdrop of shortages in labor supply and difficult economic times, it is difficult for health care systems to comfortably balance the industry. In light of the managerial decisions needed to maintain professionalism in the industry and safeguard health care provision, staffing service delivery programs such as extra shifts is a delicate issue. As illustrated below, staffing an additional shift must be conducted from an informed perspective in view of high demand, financial and labor supply constraints (Minnesota Department of Health, 2002). Business models as well as health care requirements must be balanced for the best outcomes in managing the new shift.
Business and Operational Impacts
Nursing services complement the other professional practitioners’ services in many cases and constitute the biggest personnel input needed for routine follow-up. The bulk of institutional earnings originate from the institution’s ability to sustain the demand for health care services. In view of the difficult setting to deliver services sufficient to earn sustainable returns, Monarch General Hospital management has to ensure that the extra shift is realized. Due to the financial difficulties that health care industry and the general economy are currently experiencing, enhancement of capacity to tap the business opportunity availed by the high demand must be considered. The service industry has a better chance to conduct business within difficult economic setting if the necessary reorganization is realized. The mandate of the Monarch General Hospital management in reorganizing the human resource needed for the opportunity however must be done on a cost-benefit analysis within lean management of resources.
Nursing personnel body is important in direct implementation of health care service delivery programs. A shortage in nursing personnel implies that the core of health care provision is disabled since the bulk of service delivery is borne by the nurses (Cohen, 1995). Ordinarily, a functional the health care personnel estimations has the nursing personnel perhaps occupying the base of the numbers pyramid indicating the huge role they play in supporting the service delivery. To illustrate the level of compromise on the operations at Monarch General Hospital, the current demand for health care slotted into the extra shift risks complete failure. This implies that the excessive demand for health care services at the hospital will remain a major challenge to realization of offering prompt and quality health care.
Options and Cost-Benefit AnalysisHiring additional permanent personnelThe cost of hiring new permanent nursing personnel within the context of prevailing economic environment is too much to contemplate. Due to high cost of living, the wages cost is abnormally high for employers to freely choose to employ new employees on a permanent basis. In fact, the trend in several service industries is laying off staff to avoid the high cost of sustaining the human resource due to economic pressure on wages. However, it appears that the decision to hire permanent personnel may be an option to consider, bearing in mind that there is sufficient demand for health care services. The number of nursing employees that the current wage budget can sustain may not meet the exact demand for personnel in the shift. These variables imply that the costs of carrying out hiring of permanent nursing personnel by far outweigh the benefits in the long-term analysis.
Hire short-term temporary personnelBy deciding to hire nursing personnel on temporary basis for the short-term, the management at Monarch General Hospital will not solve the problem of excessive demand. Apparently, a long lasting solution is needed for the ever-rising health care services demand by devising an internally friendly solution. By choosing to hire temporary personnel for the short-term, the management at Monarch General Hospital may not be prepared to take advantage of long term benefits of a settled nursing personnel body. However, it is an option that may facilitate the initial program for an extra shift by assisting the current personnel to reorganize and cope with the challenges. Since the costs outweigh the befits of choosing this option, the management will have to consider another alternative.
Pull personnel from other underutilized unitsBy reviewing the current capacity at Monarch General Hospital and relocating it to the new project, the hospital management will formulate one of the best approaches for the extra shift program. Firstly, there will be no extra costs incurred for the new program making it admissible within lean operations setting demanded by the prevailing economic times (Carayon, 2011). Secondly, there will be no costs in form of adjustment, training, induction, and time since the relocated employees have sufficient knowledge of internal operations. However, to identify the element of underutilization of personnel may affect the delivery of services in the other units directly or indirectly. This is perhaps the best option based on the numerous benefits against fewer costs when compared with the other options.
Pay overtime and bonuses to current employeesWhereas employee motivation is influenced by the remuneration package offered, delivery of service is a factor of several other factors that may not be met by offering bonuses and overtime remuneration. In this respect, the quality of health care service delivered by nurses working for extra working hours is certainly going to be affected despite better pay. There are cases of health care personnel making mistakes for having worked for longer than allowed despite being paid well for extra hours worked. Such a move compromises on the public image held about the risks posed to patients visiting Monarch General Hospital.
Conclusions and RecommendationsFrom a managerial perspective, optimization of internally available resources and capacity in operations is the first step in deciding if extra staffing procedures are to be executed. Due to the financial constraints facing the general economy, it is important to ensure that the current capacity is utilized and retain the available human resource (Lofland and Pizzi, 2006). This may be a human resource tactic to spur motivation in contrast to hiring extra employees, raise the wage pressure and finally lay off a huge fraction when economic realities catch up. By redirecting human resource from underutilized units to more needy units, diversity may be triggered within the operations, breaking monotony and spurring concentration.
Implementation strategy will include a review of the human resource needs of every department at the lean operations setting eliminating wastage and excesses of human resource allocation. Identifying the actual needs of the new shift will facilitate the redeployment of excess personnel into the new shift and in other sensitive units. Reviewing the progress of the new shift against the current shift and set out targets will ensure that the new shift is kept under checks for quality operations and service delivery. In order to obtain approval from the overall hospital authority, the current cost burden for sustaining the underutilized human resource will be highlighted. The benefits of the utilization of internally available capacity will also be explained against the cost of external hiring as well as impacts of overtime on costs and quality (Penner, 2003).
In conclusion, it is important that the health care provision at Monarch General Hospital be approached from a quality management perspective that addresses reduction of operational costs while optimizing current capacity. In light of the economic difficulties faced by the service industry, health care service provision must not be compromised by profit oriented moves by ensuring quality services delivery.
References
Carayon, P. (2011). Handbook of human factors and ergonomics in healthcare and patient safety. Boca Raton, FL: CRC Press
Cohen, M. S. (1995) Labor shortages as America approaches the 21st century. Ann Arbor, MI: University of Michigan Press
Lofland, J. & Pizzi, L. (2006). Economic evaluation in US health care: Principles and applications. Sudbury, MA: Jones & Bartlett Learning
Minnesota Department of Health (2002). “Labor Availability and Health Care Costs,” Retrieved from: HYPERLINK “http://www.health.state.mn.us/divs/hpsc/hep/publications/legislative/lbrcsts.pdf” http://www.health.state.mn.us/divs/hpsc/hep/publications/legislative/lbrcsts.pdf
Penner, S. J. (2003). Introduction to healthcare economics and financial management: fundamental concepts with practical applications. Philadelphia, PA: Lippincott William & Wilkins
Upholding morals and ethics
Upholding morals and ethics
Author
Institution
Introduction
The issue of ethics in the business world has been controversial since time immemorial. It is noteworthy that every businessman or businesswoman aims at maximizing profits, sometimes irrespective of the cost involved. Unfortunately, this poses the problem of sacrificing ethics in the business world or even following a path that is contrary to the biblical teachings. However, irrespective of the variations in the conditions of different countries or locations as far as rules and expectations in the business world is concerned, it is imperative that an individual does not change the values and ethics guiding him in business. The Bible is remarkably clear as far as being dishonest in business is concerned. It cautions people against using dishonest standards in measuring quantity, length or weight. This is irrespective of the geographical location that an individual is conducting business. In essence, as much as the circumstances may change an individual must remain true to the guiding morals and ethics.
However, it is noteworthy that there are situations that crop up that may give an individual an incentive to bend the rules a bit. Take, for example, a situation where a business stands to gain immensely in terms of profit simply by engaging in corruption, especially in a country where the laws have loopholes that can be exploited. In such situations, the bible is clear as to how an individual should evade such situations. In Mark 18:9 it states that if an individual’s eyes causes him to sin, it is only imperative that he gouges it out and do away with it. It is more preferable for an individual to have life with a single eye than have both eyes and lose his life. In addition, if an individual’s hand makes him to sin, it is imperative that he cuts it off since it is more preferable to have or enter life with a single hand than perish with both hands. (International Standard Version). This implies that rather than profit from dishonest circumstances, it is preferable that one does not engage in the act at all.
This may be a hard choice to take especially when everyone else is benefiting from it or engaging in dishonest acts and prospering. However, this is not an excuse to engage in dishonest practices. In Exodus 23:2, the Bible cautions individuals against following the crowd in doing inappropriate activities. It continues to state that, when individuals are giving testimonies in lawsuits, they should not distort justice by taking the side of the crowd (International Standard Version). This especially pertains to acceptance of bribes, where it cautions against bribery stating that bribes twists righteous people’s words and blinds individuals who see. In fact, it states that it is unjust, as well as degrading to justice for an individual to deny another one justice unless he is paid for it. Such acts lead to another sin, which is unjust judgment, condemnation of the innocent, absolving the guilty, legalization of wrong and justification of the oppressor.
Obviously, this seems to limit people as to the ways in which they could make money. Quite a large number of people are striving to amass as much money as they can within the shortest time possible. After all, this is the whole essence of businesses; to make as much money within the shortest time possible and with the least amount of resources. As much as this may be the case, 1 Timothy 6:10 cautions individuals that evil emanates from the love of money. It states that while many people have coveted after money, they have not only erred from the right way but also pierce themselves through with many sorrows (King James Version).
References
The Holy Bible (International Standards Version). (1984). International Bible Society
The Bible (King James Version). (2008). International Bible Society
