Thursday, October 31, 2019

Candidate Cancer Meiosis Genes Literature review

Candidate Cancer Meiosis Genes - Literature review Example Some X-chromosome and non-X-chromosome CTAs expressed in normal cells apart from testis and in cancerous cells Literature Review 1. Introduction Carcinogenesis is a complex and multistage process. Cancer is difficult to treat and it is important to detect it early so that therapeutic and surgical strategies can be developed to treat cancer. However, it often happens that by the time the symptoms of cancer are detected in a person, the disease is already at a late stage and it becomes difficult to treat the person at that time. Also, the cancers do not only vary between tissue types but also between patients. Moreover, the cells in a tumor are a complex and diverse mix of cells that have different characteristics. Hence, identifying, detecting and treating cancer becomes difficult because of the heterogeneous nature of the disease and its symptoms. At this juncture what is needed is that such a technology should be developed through which cancer cells can be easily detected or demarke d with markers that are specific to cancer cells. This will help filter cancerous from noncancerous cells because of which it will become easier to detect cancer from a heterogeneous mix of cells. At the moment, high-quality biomarkers or molecular targets that are specific to cancer cells are lacking. The search for such molecules is thus under high significance in the scientific community. A few molecules or antigenic biomarkers have already been identified. One such group of antigens that are gene-encoded are cancer testis antigens (CTAs). CTAs under normal circumstances are present in the testes only because their genes are expressed in the testes. These genes are not expressed elsewhere. Research has shown that some of these genes that are only expressed in the testes are also expressed in other somatic cells when they become cancerous tumor cells. The cells in the testes often escape the cells of immune system, because of which they are protected from antibodies that are direc ted towards cancer-testis antigens. Because of this reason, it is a good option to use immunological therapies for diagnosing CTAs in cancerous somatic cells as the same antigens in the normal cells of the testes will remain unaffected. Therefore, it can be said that CTAs are good targets for both diagnostic and therapeutic strategies, and also immunological-based therapies like adoptive therapeutics. The number of CTA genes that can be used for diagnosis is less because many of these genes are also expressed in a few normal somatic cells. Some candidate CTA genes are generally turned on during the meiotic programme. These are called meiCT or CM genes. As the present research is based on these genes, this literature review will focus on these genes which are CM genes. In the review, the first discussion is on cancer. It is an introduction to cancer, describing the causes and stages of cancer and then moving on to hallmarks of cancer.

Tuesday, October 29, 2019

Rationale Essay Example | Topics and Well Written Essays - 250 words

Rationale - Essay Example s with specialized skill set, I have the advantage and prerequisites and can sign up for the course immediately, with the potentialities knocking at my door. As such after applying proper thought I have opted for, among others, the following group of subjects: Foundations of Leadership, Consumer Behavior, Principles of Marketing and Business & Economic History of the US. Foundations of Leadership and Principles of Marketing and Business & Economic History of the US should be of immense help to me in bettering my career prospectus. After graduation, I wish to join some multinational organization as a Marketing Executive to get exposed to the ground realties of marketing and interacting with the customers. My concentration is marketing/advertising for the sports industry with a coaching minor. I foresee immense scope for development of sports good industry. After getting sufficient marketing experience, I have plans to establish my own small scale unit to manufacture sports goods. Leadership is a quality needed most in every area, private as well as public relations. To me, educational and career advancement are alternative beats of the same heart and the degree in Bachelor of Science with major in Integrative Studies lays the foundation for a professional career. The sampling of several disciplines will provide to me a well-rounded education. By working in a multinational organization as stated above, and by gaining practical marketing experience, I am sure that I will be able to succeed in my business venture of establishing a sports goods manufacturing

Sunday, October 27, 2019

Lahore Electric Supply Company (LESCO) Structure

Lahore Electric Supply Company (LESCO) Structure 2.0 OVERVIEW OF LAHORE ELECTRIC SUPPLY COMPANY (LESCO) PAKISTAN 2.1 History The electricity supply service in Pakistan, initially, was undertaken by different agencies, both in public and private sectors in different areas. In order to provide for the unified and coordinated development of the water and power resources, Water and Power Development Authority (WAPDA) was created through WAPDA Act, 1958. In 1994, Government of Pakistan approved the strategic plan of restructuring and privatization of power sector. As a result, power wing of WAPDA was unbundled into twelve companies for generation, transmission and distribution of electricity. Lahore Electric Supply Company (LESCO) was formed in March, 1998 with the aim of commercialization and eventually privatization. 2.2 Region-wise Segmentation LESCO holds the Distribution license from National Electric Power Regulatory Authority (NEPRA) to supply electricity in the areas that covers Civil Districts of Lahore, Kasur, Okara and Sheikupura. It serves over 2,000,000 customers 24 hours a day, 365 days per annum. In order to provide un-interrupted electric supply and quality service to customers, LESCO has divided its jurisdictional area into six distribution operation Circles. 2.3 Organizational Structure According to Balle, M (1996) organizations represent systems, not just structures. They are composed of interdependent people who rely on another for work-someone starts it, someone delivers it to the customer- for relationships and for self-realization. Likewise, in LESCO Superintending Engineer looks after the affairs of the whole Circle as being an incharge through functional/administrative control over various Divisional and Sub-Divisional Engineers including their liaisoning offices (WAPDA, 2000). However, Figure 1 shows the organizational structure of LESCO as being the focus of this study. 3.0 A SUMMARIZED VIEW OF INFORMATION SYSTEMS IN LESCO As, defined in the mission statement of LESCO that the primary goal is to supply the un-interrupted electricity and quality services to all category of consumers at the minimum possible cost (Mission, 2009). Keeping in view the mission statement, major milestone was set for LESCO Main Computer Centre to computerize electricity billing and collection procedures, which was met through in house development of billing and collection software. A brief note on each of these systems is as follows: 3.1 General Description of Billing System Meter reading and billing are carried out over all available days in a month in a complete cycle process in order to provide service to different categories of customers. Meter reading lists are prepared in advance by LESCO Main Computer Centre Lahore and its sub-centre at Sheikupura, which provide services to Sheikupura Circle only. They are sent to the liaison Divisional Office that is Revenue Office, who arranges for meter readings to be entered on the lists by the meter reading staff in the Sub- Divisional Office, follow up meter readings are prepared manually in Sub-Divisions. After entry of the readings, the meter reading lists are returned to the Revenue Office where the control records over the computer billing are maintained. After entry in the Revenue Office computer Records the meter reading lists are collected together in a batch file for each sub-division. The batch files are then passed to the LESCO Computer Centres on a storage device for further processing. Consumerâ €™s bills are prepared in the Computer Centres and sent to the Revenue Office for distribution to consumers through Bill Distributors, who are under the control of Sub-Divisional Officer (WAPDA, 2000). Figure 2 shows the block diagram of the system. Figure 2— Block Diagram of Billing System Director Customer Services Billing Schedule Computer Centres VAX 4000Server/VMS/COBOL Revenue Office (Computer Section) Printed Reading Lists and other reports Batch files alongiwth updated Meter Reading lists Sub-Divisional Office Printed Reading Lists and other Reports Manually updated Meter Reading Lists MIS Reports Source: Developed for this report The following reports, lists and notices are also forwarded by the Computer Centres to Divisional and Sub-Divisional Engineers for taking appropriate decision/action (WAPDA, 2000): Customers’ assessment list showing the charges on each bill along with running total and also the total number of consumers connected, temporarily disconnected and with equipment removed in each batch. Disconnection notices, which are sent to the consumers, who have not paid their bills by due date. Each Month Computer Centre prepares analysis of energy sales by Tariffs for each feeder, each Sub-Division and Division and analysis of outstanding debts showing arrears by Tariffs and age. Feeder wise line losses for reach Sub-Division 3.2 General Description of Collection System Customers pay their current bills, Demand Notices for new electricity connections and reconnection fee for restoration of disconnected supply to the specified banks and post offices. The bank/post office receives the bill or Demand Notice, enters the receipt on the Banks scroll, and retains the counterfoil. Banks daily sends a copy of bank scroll and counterfoils to the Revenue Office. The Revenue Office Accounts section checks the bill counterfoils to the bank scroll for any discrepancy/error. The scrolls and counterfoils are then sent daily to the LESCO Computer Centres and where each consumer’s payment is processed by the Computer into the Consumers ledger database. The Computer supplies a total of cash posted to each billing batch and total of unidentified cash, new connection/ reconnection fees and other receipts, to reconcile with the total of all bank scroll for each Division. However, in the event of difference not being discovered during this check Computer Centres wi ll process the amount shown on the counterfoils and return the scroll to the Revenue Office for re-checking and verification. Moreover, the bank branch remit the amounts collected to collection account in their local head offices as designated by LESCO and send a copy of the bank statement to the Revenue Office indicating total money received during the week and money remitted to the Head Office Collection Account each week and at the end of each month. The Revenue Office Account Section reconciles the bank statement with the report forwarded by the Computer Centre and sends a copy of reconciliation to the LESCO’s Finance Director (WAPDA, 2000). 3.3 Recent Improvements in the Payment Channels of Collection System Electricity bill payment was very tedious task as customers had to stand outside banks for an extended period of time due to manual procedures of payment. Also, there were issues such as bank timings and delays in remittance processing. Realizing the need to resolve the quality of service to customers, Chief Executive Officer LESCO decided to explore the payment channels. LESCO Computer Centre took the initiative and proposed a plan for starting e-service and printing of machine readable electricity bills. Accordingly, the system was formally launched from March, 1995. At present, 355 branches in LESCO are equipped with this system collecting about 25% of bills. However, the bills are paid at designated bank branches, post office and retail stores as usual, but with a technical difference. The bills are scanned by the cashier using a barcode scanner just like a retail store cashier does for grocery items. With a single scan, all the information encoded in the barcode is instantly tra nsferred to the software. In this way, bank cashiers can generate daily/monthly scrolls and collection summary (Collection, 2009). Figure 3 shows the cashier user-interface of the cash collection software. Also, the customer can deposit electricity bill using LESCO’s website, wherein he/she is required to login by providing his/her unique electricity bill reference number. Thereafter, s/he will enter the debit/credit card information for making the payment, which is then referred to the Card Processor for verification and charging. If the card got validated the amount will be credited to the consumer account and transaction will be committed to the database. And online receipt is provided to the consumer for printing(Collection, 2009). Figure 4 shows the network diagram of current collection system. As, depicted in Figure 4 the collection data from Banks is transferred to online servers on daily basis using a simple internet connection. Alternatively, if no internet connection is available a collection file may be generated and carried on a portable media. Hence, the billing data is uploaded to the online server whenever it experiences any change. Customers are able to access true online web-based services at the company website, which includes the following: Viewing monthly bills Printing duplicate bills Payment Consumption Payment history Account Status 3.4 Payroll Information System Payroll of various departments of LESCO is prepared by the Computer Centre on monthly basis. Master files for officers and staff are maintained separately. Data relating to each employee of a particular department is stored on respective master file. The Payroll Master File contains one record for each employee. The main attributes of payroll data are: Department Code Employee Code Processing Code Name Designation Station Code Pay Account Head Conveyance Allowance Medial Allowance code Income Tax Deduction Union Fund Deduction GPF Number GPF Deduction voluntary contribution National Tax Number Type of Advance Total Amount of Advance Bank Branch Code Bank Account Type The records in the File are maintained sequentially (Sorted on Department Code and Employee Code). Data is received from various departments on prescribed Performas by the coordination section of Computer Centre. The Data coded in these Performas can be New Addition of an employee’s payroll data, a Change in an existing record or deletion of an existing record. Figure 5 shows the Data Flow diagram of the Payroll System. Emp. File Pay Rates Employee Validation Check Compute Gross Produce Cheque Compute. Net Pay Determine Deductions Tax Table Personal Data Account Rerecord Payments and Deductions S.S Data Figure 5— Data Flow Diagram of Payroll System Source: Courtesy of MIS Department, LESCO Data is entered into the Computer through the Entry Machines by the Key Punch Operator. After Entry an edit List is prepared through edit listing program. This List is thoroughly checked by the Data Coordinators with the actual data on input Performas and the punching or coding errors are removed. Any change, addition of new record or deletion of existing record is intimated by the concerned department to Computer Centre on prescribed Performas. Using this data, Master files of officers and staff are updated. After updation, different types of output reports are prepared, which includes: Payroll Listing Listing of different types of schedules Account Head wise Summary Pay Slips Bank Summary Etc Reports are sent to respective departments after through checking. Also, every year in the first week of December when Payroll processing for the month of November has been completed the annual increments are assigned to the Pay of each employee in accordance their respective scale of pay. A Pay Fixation list is prepared prior to the running of Pay Increment step which shows Current Basic Pay with the addition of one increment. This department wise list is sent to each department for checking verification. If any department wants to hold the increment of an employee then the action is taken accordingly. 3.5 Management Reporting Systems At LESCO Computer headquarter; two Alpha 2100 computers equipped with Alpha processors have been installed. These computers are being optimally utilized to assist in timely analysis, generating vital information for the top management. For instance, division-wise computerized receivables reporting and monitoring system providing twenty different arrears analysis reports have been expanded to provide tariff wise information as well. These reports have also been further extended to support monitoring at the sub division level. Moreover, Performance data monitoring report reflecting various types of billing, consumers’ statistics and line losses monitoring system (Technology, 2009). 4.0 CRITICAL ANALYSIS OF INFORMATION SYSTEMS EMPLOYED BY LESCO Information System (IS) is defined as an organized combination of people, hardware, software, communications networks, and data resources that stores and retrieves, transforms, and disseminates information in an organization. Importance of information management is highlighted by the fact that in addition to capital, labor and land, primary factors of production also include material, energy and information. As, the world is making a rapid transition from an industrial society to a service-driven economy, information is becoming the catalyst for economic development and change. In view of above, it may be argued that effective Information Systems play a vital and expanding role in business activities, practices and processes. Furthermore, business professionals rely on variety of information systems that uses various Information Technologies, which refers to the various software and hardware components necessary for the system to operate(). In short, computer-based-information system s use the following technologies:- Computer hardware technologies Computer software technologies Telecommunications network technologies Data resource management technologies Moreover, rapid advances in Information Technology (IT) are likely to result in shifts away from traditional role for both the IT professional and the Information users. A new generation of skilled users will participate in the development of mission critical applications and the IT department will move from a centralized repository and control of information into the business function areas as client-server technologies replacing main frames. the 21st century Chief Information Officer (CIO ) will be expected to enhance the value of information at multiple points along the value chain and his/her responsibility will extend far beyond the traditional boundaries of the IT department. Indeed, the CIO will be required to exercise leadership across the width and breadth of the enterprise. From the forgoing discussion, it can fairly be deduced that the role of IT department has moved from one of technical implementation to strategic planning and from reactive support of business to driving innovation and competitive advantage. There is natural decay of business processes over a period of time because systems are designed years ago when both the organization and available technology were very different from today. Likewise, if Billing System of LESCO is analyzed from today’s technology perspective then it has become a legacy system and no more delivering optimal performance and quality service to its internal/external customers due to manual procedures involved. Site-visit reading of residential power , water, and gas meters is a tedious, inconvenient and prone to human error. Moreover, it is not always guaranteed that the consumer will be present when utility personnel visit to read meter readings. It is possible in such case that utility personnel will estimate consumption inaccurately, which later may lead to consumer dissatisfaction. The recent advances in metering technology, mobile networks, and internet services have resulted in the proposal and development of measurement techniques, billing, and energy management systems. As, many utilities are implementing automated meter reading (AMR) systems. In addition to meter reading, AMR can be used in the power restoration process. While others have advanced the concept of AMR systems by proposing potential metering communication services using the wireless mobile public networks for measuring and billing system. 5.0 IT Technology Deployed by LESCO Hardware Components LESCO is using VAX 4000 minicomputers (midrange) for centralized processing of data in various Information Systems. Experts believe that many midrange and mainframe systems have become obsolete by the power and versatility of client/server networks composed of microcomputers and servers. Others industry experts have predicted that the emergence of network computers the on internet and intranets will replace many personal computers, especially in large corporations (). Software technologies Most the software packages for the Information Systems as described above are developed in COBOL structured language. However, modern applications are built in using Object Oriented languages such as Java, C++, and VB.Net etc. Network Technologies As shown in Figure 4, In LESCO mainframe-based network with many end user terminals are deployed for centralized processing of data, which has recently been linked with Application and Online Web server for handling payment channels of customers. Moreover, in Billing and Collection System batch files created in Revenue Office Computer Section are delivered by special messengers on a portable media to LESCO Computer Centers for centralized processing. However, wireless Wide Area Networks (WAN) can be used alongwith client/server technology to handle the geographically distant processing and network communications. Database Technologies LESCO has designed its database structures in COBOL language, which is a traditional flat file system. As, there are many anomalies associated related to management of flat file such as redundancy of data, complex operations for retrieval of reports, more storage, time and cost etc. Whereas, modern Database Management Systems based on relational and object oriented techniques are very efficient and free from such complexities and errors. 6.0 CONCLUSIONS AND RECOMMENDATIONS Integration of IT and Customer Service E-service provides a unique opportunity for businesses to offer new models for service design strategies and new service development. While e-service has rewritten many of the rules of customer engagement, it has not fundamentally changed the fact that a key component of service delivery is building and maintaining strong customer relationships. What is important therefore, in adopting IT-based computer based customer service functions, is ensuring that the technology used, enhances rather than undermines the relationship between the customer and the company. The interface between customer and company is critical. With specific reference to web-sties, Meister et al (2000), point out that one of the major challenges of e-service is balancing the greater customization, which typically results in more complex Web sites, with a simple, accessible and easy to use Web interface. Also, the companies that keep track of customer’s individual preferences keep up with market trends, supp ly products, services and information anytime, anywhere, and provide customer services tailored to individual needs. And so, Internet technologies can make customers the focal point of customer relationship management (CRM). Today many companies are implementing customer relationship management (CRM) business initiatives and information systems as part of customer focused strategy to improve their chances for success in the contemporary business environment. CRM that uses IT to integrates and automates many of the customer-serving processes in sales, marketing, and customer services, push the company ahead in competition with other competitors. Furthermore, CRM systems include a family of software modules that provides the tools that enable a business and its employees to provide fast, convenient, dependable and consistent service to its customers. E-Service in LESCO A review of the e-service started by LESCO to facilitate the customers regarding electricity bill payment and other allied services reveals that LESCO is at an early stage in the development and implementation of a complete e-service strategy. However, they have taken a radical step to improve the bill payment channels in order to improve the customer services in this respect. As, it has already been discussed that computer based information systems rely on Information Technology. Therefore, a time to time up gradation of the technology employed by LESCO in Information Systems is essential to keep pace with the rapidly changing IT environment. 7.0 REFERENCES Khuller, A., 2006. Quarterly Newsletter of the Sari/Energy Small Grants Program with Support from USAID. Vol. X, April 2006 Available at: http: //www.sari-energy.org/PageFiles/WhatWeDo/SmallGrants/ newsletter.asp [Cited: 13 July, 2009] Segmentation, 2009. The Organization,  Available at: http://www.lesco.gov.pk/Organization/1000077.asp  [Cited: 13 July, 2009] WAPDA, 2000. WAPDA Book of Commercial Procedures-Computer Billing, Vol. II, 6th Eidition, Nov 2000. WAPDA Printing Press, Lahore. Organogram, 2009. Organization Structure at LESCO Headquarter,  Available at : http://www.lesco.gov.pk/Organization/1010001.asp [Cited: 13 July, 2009] Mission, 2009. Mission Statement,  Available at: http://www.lesco.gov.pk/Organization/1000086.asp [Cited:13 July, 2009] Collection, 2009. Management Information System,  Available at: http://www.lesco.gov.pk/Organization/1020002.asp [Cited: 13 July,2009] Technology, 2009. Information Technology in WAPDA,  Available at: http://www.wapda.gov.pk/htmls/infotech-index.html [Cited: 13 July,2009] K.C. Laudon J.C.Laudon Management Information System 10th Ed. Pearson International Edition.

Friday, October 25, 2019

Once and Future King Essay -- essays research papers

Once and Future King Experience is Everything   Ã‚  Ã‚  Ã‚  Ã‚  In the book, The Once and Future King, T.H. White shows the importance that education relies heavily upon ones own personal experiences. When Merlyn is called on to tutor Wart, an adopted child, he uses this exact learning method on Wart. Merlyn, who is a magician, uses transformation as a his learning tool. Merlyn turns Wart into different animals to show Wart lessons of life. Through each transformation Wart experiences different forms of power, each being a part of how he should rule as king. When Wart experiences each of these different stages of lesson he finds out from Mr. P that mind power is nothing, from the wild goose he learns freedom, and the badger teaches him to accept what you have.   Ã‚  Ã‚  Ã‚  Ã‚  When Wart is transformed into a fish Merlyn takes him to go talk to the master of the moat, Mr. P. This is the first transformation that Wart will learn his first lesson in. When Wart approaches Mr. P he already senses a great deal of danger because of his massive size and strength. Wart was so flabbergasted by his enormous structure that he could not think of anything to ask Mr. P. Then Mr. P replies with his view on life, a simple statement, â€Å"There is only power. Power is of the individual mind, but the mind’s power is not enough† (52). Mr. P is showing the importance of physical power over the minds with this comment he makes . What Mr. P states astonishes ...

Thursday, October 24, 2019

Romulus and the Lost Thing Short Answer on Belonging

The need to belong to a community, society or environment can shape ones behaviour, action and attitude, Through the experiences and the choices made in the processes of belonging, an individual’s identity will develop but may create barriers which they must overcome to be accepted. Romulus my father' by Raimond Gaita, biographical memoir that retells the story of his father, Romulus Gaita who migrated from Germany, to Melbourne Australia and must adapt and therefore belong through thick and thin to this new environment, and ‘The Lost Thing’, a picture book by Shaun Tan which revolves around the belonging of a bizarre machine-like animal when it is found by a curious boy in an industrialised town after being ‘lost’ from home are both texts which closely examine the concept of belonging under difficult circumstances.The story of Romulus, My Father closely, personally and accurately details the struggle of immigrants during and after the Second World Wa r, and how these adversities were faced and sometimes overcome. Romulus, being an immigrant himself, faces this personal struggle to overcome these challenges as he attempt to find a new home for himself and his family. Romulus attempts to connect to a place (Australia) which is disparate to what can be referred to as his natural homeland.The Lost Thing revolves around a creature whom is met with indifference by the rest of society. The bright red colour of ‘the thing’ immediately catches the reader’s eyes, drawing their attention to it thus effectively enabling reader’s to instantly explore as to why the creature is ‘lost’ within an industrialised town unlike it's natural surroundings. This creates a sense of isolation and seclusion which follows the picturesque storyline.

Wednesday, October 23, 2019

Gender and Student’s Grades Essay

I decided to choose to do my project on if the gender of the teacher reflects what the student gets in the class. I am interested in this because I feel that a male teacher, for me, does a better job teaching. They have a stronger personality and are louder which keeps you listening. I chose to do this project because I am interested in seeing how the average student feels compared to how I feel. In order to collect my data, I will test a total of 10 classes, 2 classes from the following subjects; Algebra 2 regular, Chemistry Honors, IB History, Media Arts, and English 10 Honors. One class will be from a male teacher and the other from a female teacher. I will the split the classes into two groups male and female. In the two groups I will categorize the 5 classes into what the student got in the class. There will be 5 categories A, B, C, D, and F. Since I only want 5 columns I will round the A-‘s, B-‘s, C-‘s, and D-‘s to a regular letter grade. As well as the A+’s, B+’s, C+’s and D+’s to a regular letter grade. After obtaining all the data, I will begin to compare and analyze the data. First, I will do a simple process by finding the mean, median, and mode of the two groups. Since my data is in letter grades I will have to change the letters to a GPA. For example an A would be a 4, also since I am rounding the A-‘s to A’s an A- would also be a 4. Finding the mean, median and mode will show what the average grades are in the male and female classes. That data can be compared easily to show what grades are getting in which gender class. Another simple mathematical process is making a histogram. Each category (A, B, C, D, and F) will have two bars coming from it, one male and one female. This can show how many of the each letter grade is coming from each gender. It will visually show what gender is getting what grades in the classes. The last mathematical procedure I will be doing is a Chi-squared table which will be my sophisticated process. This will be my most accurate calculation to show if gender of the teacher is dependent on the grade the student gets in class. I am going to make  ·this table by splitting the date into two columns, male and female, and then by the grade the student got in the class. When making the histogram for one of my simple processes I added all the A’s together from the male classes then all the B’s and so forth. I did this for the female classes as well. For the graph my x-axis is the grade, y-axis is the number of students in the column. There are two bars coming up from each grade group to show the comparison between male and female. Calculating the Chi-squared of this data will be my last process. To find the Chi-squared I had to make a table with all the grades in it and which gender it was for. I then had to find the expected value, an example of this was multiplying the total number from the male column and the A column then dividing that by the total of grades overall. After getting the observed and expected tables I subtracted the observed from the expected then square rooted this then divided it by the expected. I did this for each column. Then the numbers were added together to get a chi-squared of 4.88. I used the rejection inequality given a significance level of 5%. To find the p-value I put my calculations into my graphing calculator to get a p-value of 0.363. I then found the degrees of freedom by subtracting the rows by the columns. This was able let me know which significance level to use which is 9.488. Since the chi-squared was false, you accept the null. Some of the errors I saw in my project were the classes I chose, Mrs. Mel and Mr. Nichols were an IB History class. An IB History class is a higher knowledge class, all of the students in these two classes got either an A or a B. Since everyone had higher grades this made an error in my project because two of my classes did not have three of the letter grades. This skewed my grades toward higher GPA’s. I should have chosen a class that had more variety in grades. Another thing that made an error in my project was when I did the mean, median, and mode I rounded the grades. For instance a B- would be a B and a B+ would be a B. Rounding these grades made the variety not as big. Since students work well with different teachers another way to do this project which would give me more accurate data would be to compare a student who switched teachers between the two semesters from a male to a female. This would have showed more how a certain student acts with different genders rather than how a group of students acts. In conclusion, it shows that the gender of the teacher and the grade the students gets in that class are independent. The x ² calc was less than the critical value. The results I saw were similar to what I thought would happen. All though the calculations were not as accurate as I would have liked them to be and the conclusion is very vague to what I thought would have happened. This does change how I feel about gender affecting the student because I felt like the male was more of an effective teacher than a female but the calculations show the female is more effective.