Extra tutorial Determine what can you do with the following 10mill patients data ? Include : Years of Data Per Patient Thousands of Features Demographics Diagnoses Labs Result Procedures & Claims
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Extra tutorial
Determine what can you do with the following 10mill patients data ?
Include :
- Years of Data Per Patient
- Thousands of Features
- Demographics
- Diagnoses
- Labs Result
- Procedures & Claims
Step by step
Solved in 3 steps
- Cousins Jeri Lynn De Bose, Tish Hoover, and Josephine (Joey) Parks looked forward to meeting up during the Christmas holidays to compare notes on the results of midyear teacher evaluations. All were public school teachers in districts scattered over the state. In the pressured search for new levels of teacher accountability demanded by legislators, the state department of education joined 16 other States in implementing a new teacher evaluation system. The goal is to hold teachers account-able for student learning progress in the classroom. Under the guidance of the National Council for Teacher Quality, criteria varies by State, but in most cases, 40 percent of each teacher's accountability score would be based on the principal's evaluation and ranking based on personal observation, 30 percent would be based on personal observation by a master teacher from outside the district, and the Other 30 percent would be based on student test score gains. The state department of education would set a performance goal each school district, and the principal would set a performance goal for each teacher. In preparation, the State conducted intensive training sessions for principals and designated master teachers who would conduct the evaluations based on four class observations per teacher Officials used standardized achievement tests to derive value-added scores that measure student learning over the year. Teacher ratings were 1-5, with I am being the lowest and 5 representing near perfection. The publication of the first year's evaluations stirred interest and controversy, particularly among teachers who worried about the possible long-term effects on job retention and tenure. Now, with the first-year evaluations in hand, the three cousins pored over their experiences. The three represented different types of school systems within the state. Jeri Lynn worked for a metropolitan system in the state capital. The system included many low-income students whose first language was nor English, and several schools within the system were teetering on the brink of State takeover if improvement in student scores didn't materialize this school year. Tish worked in a county System dominated by upper-income residents, and Joey taught in the rural community in which all three grew up. The rural community had high unemployment, and a low percentage of graduates went on to college. As a result, the cousins came to the table with differing teaching experiences. "The numbers are all over the place," Jeri Lynn remarked as she studied the pages. "The whole system is flawed, and they need to make changes," Joey said. "It's too subjective. The principal and master teacher observations are subjective because there are personal factors that affect a true outcome." "Yeah, look at the numbers from your upper-income district," Jeri Lynn said to Tish. "How can 60 percent of the teachers score 5s?' Tish chuckled. "Yeah, lucky us. Our schools are overflowing with children from wealthy families. These are the kids who will apply to Ivy League schools. I can tell you that the principals are going to avoid confrontation on all fronts. No principal is going to give any indication that their students are receiving an education that's less than perfect, and that means cramming the rankings with 5s. They claim a higher level of motivation for students, and thus the selection of an elite team of educators. So with those pressures, I don't think we get personal feedback that is accurate." "At the other end of the spectrum, we have my rural district," Joey said. "The big problem is that the principals know everyone and have longstanding relationships with everyone in the county, so I think scores are based on personal history. We could almost predict who would get high or low scores before the observations. For principals, it can go back as far as 'his daddy and my daddy hated each other in high school, and now I get to evaluate his daughter "I think that in many cases, principals feel pressure to align scores with state expectations. The stare expected my district to have high scores and expected rural schools such as yours to be lower," Tish said. "But isn't that partially offset by lower goals for the rural school distracts responded Joey. "The key to the accountability system is the principal in each school," Jeri Lynn suggested. "With several of the schools in Metro teetering on the edge of state takeover by the end of the year, we had lots of strict principals who wanted to hold our feet to the fire with lower scores." "I thought the whole idea was to provide the teachers With feedback so that we would know the areas where we need improvement," Tish said. "The principals were supposed to conduct two observations in the fall and two more in the spring," Jeri Lynn said. think that's asking too much of them when they already have so much on their plates. I think a lot of them are skimping on their visits. know I only had one observation last semester, and I'm sure Mr. Talley just faked the second set of numbers. The master teachers make only two observations a year, which may be more objective but counts for less." "I'm wondering, too, how a principal measure performance in a course area outside his area of expertise, such as math," Joey said. "If the guy has a phobia about math, anything the teacher says or does is going to 100k brilliant-thus a 5." Tish and Jeri Lynn looked at each other and laughed. "Maybe we picked the wrong subjects," Tish said. "My question is one of perception," Jeri Lynn said. "A large percentage of my students are ELL. That affects their scores. How do you measure a 3 in my situation against a 5 for Tish? At the end of the school year, little Carlos is thrilled that his reading in English has improved, but there`s no Big Bang here. a slow steady improvement that may not actually show up in big strides for a couple of years: "So, the question is how do they create a system that is fair?" Tish asked. "And accurate," added Jeri Lynn. How might the state control the accuracy of principals who are conducting teacher evaluations? Explain.What are the benefits of Average outgoing quality (AOQ)?A research questionaire about this study An Examination of Reported Health Effects Due to Use of Gadgets
- REPOSTING QUESTION FOR PART 2 Consider the following table: SS DF MS Test Statistic Among Treatments 1664.4 Error ? 11 370.45 Total 16 Step 4 of 8: Calculate the value of the test statistic. Please round your answer to two decimal places. Step 5 of 8: What is the sum of squares of sample means about the grand mean? Please round your answer to two decimal places. Step 6 of 8: What is the variation of the individual measurements about their respective means? Please round your answer to two decimal places. Step 7 of 8: What is the critical value at the 0.05 level? Please round your answer to four decimal places, if necessary. Step 8 of 8: Is the test statistic significant at 0.05?An avant-garde clothing manufacturer runs a series ofhigh-profile, risque ads on a billboard on Highway I 01 and regularlycollects protest calls from people who are offended by them.The company has no idea how many people in total see the ads,but it has been collecting stat istics on the number of phone callsfrom irate viewers: a) Depict this data with a Pa reto chart. Also depict the cumulative complaint line.b) What percentage of the total complain ts can be attributed to the most prevalent complaint?Case Study 1: ForecastingYour line manager, Ms Lionheart, has collected and scrutinised performance data for thecompany. She was concerned that the inventories were high for certain products which hadresulted in significant price reductions and losses for the company. At the same time, thecompany had run out of stock for other items early in the season resulting in unsatisfiedcustomers and lost sales. Ms Lionheart has concluded that the problem was not with thespecific products carried in the stock, but with the quantities ordered by the procurementdepartment for two popular products; Dog Ball Launcher and Lightweight Dog Lead.Dog Ball Launcher is a product carried by the company for the past four years. Quarterlydemand data for the past four years are shown in table 1. Last year the company seemed toalways be out of stock for this item. The model used by the procurement department toforecast demand for this product over the last two years has been Multiplicative Seasonalmodel based on…
- Case Study 1: ForecastingYour line manager, Ms Lionheart, has collected and scrutinised performance data for thecompany. She was concerned that the inventories were high for certain products which hadresulted in significant price reductions and losses for the company. At the same time, thecompany had run out of stock for other items early in the season resulting in unsatisfiedcustomers and lost sales. Ms Lionheart has concluded that the problem was not with thespecific products carried in the stock, but with the quantities ordered by the procurementdepartment for two popular products; Dog Ball Launcher and Lightweight Dog Lead.Dog Ball Launcher is a product carried by the company for the past four years. Quarterlydemand data for the past four years are shown in table 1. Last year the company seemed toalways be out of stock for this item. The model used by the procurement department toforecast demand for this product over the last two years has been Multiplicative Seasonalmodel based on…Your organization has a long history as a top-level research program in health sciences. Research is of the organization's two main objectives, and is of equal importance with its public education program. After the recent departure of a top researcher, leadership grew concerned that research output would diminish. Accordingly, management has introduced a new metric as part of a control strategy associated with research output. Other metrics and evaluation criteria still remain in place. The new metric is designed to ensure that the number of research studies completed remains high. The metric is tied to incentive compensation, meaning more studies completed will result in higher compensation. Which of the following potential outcomes is the MOST critical and foreseeable concern, given the context of the incentive? A. The number of studies completed will not respond to the incentive. B. The quality of completed studies will diminish. C. Researchers will depart, given the…Solve full accurate . Need reaction paper. Stephen Colbert's Interview with Neil Tyson (https://www.youtube.com/watch?v=YXh9RQCvxmg&noredirect=1) and let them make a reaction paper about the interview. Guide Questions 1. What are Neil deGrasse Tyson's ideas about the universe? 2. What are his most controversial remarks? 3. Do you agree with his answers? Why? 4. What is your idea about science or the universe? Explain.
- 5 You are a midlevel manager at a major metropolitan hospital and are responsible for capturing and reporting statistics regarding the cost and quality of patient care. You believe in a strict interpretation when defining various reportable incidents; as a result, your hospital's rating on a number of quality issues has declined during the six months you have held the position. Your predecessor was more lenient and was inclined to let minor incidents go unreported or to classify some serious incidents as less serious. The quarterly quality meeting is next week, and you know that your reporting will be challenged by the chief of staff and other members of the quality review board. How should you prepare for this meeting? Should you defend your strict reporting procedures or revert to the former reporting process for the "sake of consistency in the numbers," as several people have urged?16. During the strategic planning process, hospital leadership identifies a goal of improving the patient experience during hospitalization. Which data should leadership use to identify opportunities to improve patient satisfaction? A:Risk management reports B:Financial records C:Board of director survey D:Stakeholder feedbacksubject : quality control topic: six sigma The increased global manufacturing competition forces many organizations to adapt quality tools and techniques in order to survive in the modern marketplace. Find and choose a real case study of the organization of your own choice (such as healthcare, IT-industry, automobile, chemical etc.) and critically analyzed how these organization reduced their product defects and reduced cost using six sigma methodology.