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Business Statistic with Python

创建日期：2024-07-23 14:40:36

所属分类：计算机computer science

标签： Python

Business Statistic with Python

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Business Statistic with Python

Instructions for CA3 Individual Assignment

The objective of this assignment is for students to apply statistical concepts on real-world data and write a report on their observation.

Continual Assessment 3 Individual Assignment (40%)

The objective of this assignment is for students to apply statistical concepts on real-world data and write a report on their observation. Students must ensure that their observation is supported by valid sources.

This assignment will make use of what you have learnt in:

Organising and Visualising Variables
Numerical Descriptive Measures
Use of Statistical Software for Data Analysis (Microsoft Excel)
Hypothesis Tests
Simple Linear Regression and Correlation Coefficient

The assignment should be submitted in a report format along with a Microsoft Excel file with the spreadsheets created for the following two tasks.

Read the following article on “AI and Digitalisation in Real Estate Sector”.

In the introduction section of your final report, you need to describe how the two tasks can be related to AI and digitalization of the new economy.

Task 1

Refer to T-1 and T2 dataset of CA3.xls.

As a social scientist, you are studying the issue surrounding the declining population growth rate in Singapore. Data relating to the number of registration of marriage was collected.

（a）Construct relevant tables and plot a 10-year(2010 – 2020) time series chart that shows the trend in the number of marriage in Singapore. What can we conclude about the growth rate of marriage in Singapore, especially for the Chinese and the inter-ethnicity marriage. What useful information can be derived from the charts about the marriage trend in the last 10 years, especially in the last 2 years?

（b）Produce a scatter plot with best fit linear trend line. What is the linear regression equation? Describe what you think are the factors underpinning this trend? Briefly describe three (3) possible social consequences that may happen in 5-10 years time if this social phenomenon were not addressed.

Task 2

Refer to Public and Private dataset of CA3.xls.

In a well-functioning labor market, individuals with same productive attributes (e.g. education attainment, working experience) should be equally paid. The existence of public-private “pay gap” for individuals with similar productive characteristics thus has deep implications for efficiency and equity in the labour market.

Use the 5% significance level and the 95% confidence level where relevant.

（a）Describe and compare the distribution of the wage of public and private employees. (Hint: with respect to the Centre of Location, Data Spread and Shape).

（b）Construct a histogram of the wage distribution for the public and private sector employees respectively. Interpret the graphs carefully.

（c）What are the main differences in demographic and social-economic characteristics between employees in the public and private sector? Aid your answer with appropriate tables/graphs, and provide your comments.

（d）Propose and execute a statistical method to estimate the mean hourly wage rate for allpublic sector employees and all private sector employees, respectively.

（e）A media report claims that the mean hourly wage rate for all public sector employees was $ 49. Do you agree? Perform a hypothesis test at the 5% significance level. Clearly label your diagram and indicate any assumptions made. Explain carefully if any potential errors in your decision making.

（f）Since the summary data suggests a higher mean hourly wage rate in the public sector, a union lobbyist concludes that the population mean hourly wage rates are not equal between two sectors. Do you agree? Propose and execute a statistical method to examine if the population mean hourly wage rates are equal for the public and private sector.

Report format

1.The report should have a cover page, content page, introduction, write-up on the task, conclusion, references and appendices

2.The cover page should include:

Institution name (and institution logo) of this program.
Module name, semester and year
Date of submission
Student’s name and student ID number

3.Each question should be a separate section

4.The references should be presented in Harvard format and should have at least THREE (3) references.

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关键词一关键词二关键词三关键词四关键词五和法规和的发更好的风格和 ECON 615 FINC 612 CSC148 COMP 639 ACCT 203 ACCT 211 PSYC 101 MTH2009 COMP52315 PSYCO 432 statistics MATH4063 11 xxx 1 MA1MSP MAST30028 MATH3888 CS341 EEE30002 ES2F5 MCD4160 CC0933 ECON 1101 MCHM3001 CHEM3118 COMMGMT 2511 COMP41280 STAT 631 24T1 IRE379 SENG365 ECON433 FIT3139 MATH4602 LING5621M FINS5516 ECON3208 MN2177 L2 SM EEET1415 Finance DS4023 COMP3004 7CCSMRTS K1S5B6 Stat230 CSCI4211 CSI2132 ECON30130 MAS6100 ENVS222 COM2107 INFO1112 STAT 4004 FIT2100 comp2022 COMP4691 Physics 307 Econ 659 probability CSCI316 fir29 CSCI203 COMP3160 COMP6714 INFO1113 Physics 7B Physics Photonics S203031 STAT2005 COMP90015 CSCI 2110 CSCC46 Information CSC477 COMP4650 Statistical COMP 346 COMP1017 ELEC340 MATH1007 Programming function STAT 244 CS 134 Java cse13s Math 108A FW20 ECON3389 CSE 130 Science 331 COMP9020 engineering COSC 445 CSE 5523 GAME2012 visualization MATH 235 Math 370 CSC343 COGS 108 EE524 COMP10200 STAT 416 3FK4 MSCI 311 ECON6113 ACC40700 EMESTER1 MAS8383 ECO 512 STAT 8310 CMN3102 MA577 CMPT 225 COMP0045 Methods Equations MATH 113 Math 3283W ICS-33 EN4302/ENT603 BIA B350F MA318 MTHM506 MECH 5315M ECONOMICS MAS8382 COM 2004 PX3142 XJEL 3662 STAT 231 MGT B399F PX4131 COM2108 30AM MSCI521 ECONM1015 ACFI304 GR5241 MATH10101 ECON 2070 COMS31900 EFIM20011 CSE 250B ACSE-5 STAT4207 SOFT2412 ELEC 331 AY2020 MSIN0209 FIT2094 CS 241L ST404 CS 411 3D CA3 INF4002 COMP3506 SIT718 CS 188 CS 170 MATH 138 CSE 251A CMT118 DATA5207 CMPT307 CMPT459 T1 PGEE11108 COSC 3P32 ME 163 MATH96007 7QQMM203 EE6227 BA 574 STA 4234 ECO206Y1Y ECO2008 MT2300 MATH 11158 CS 527 MACM 316 CSE474 2DI70 ISE 525 COMP3411 EMAT30007 7CCSMBDT MFIN704 MFIN704W21 MfIB ECE 438 CS 436 F36 CS5344 FE 621A FE621 TBA 612 ECM3151 ECMM422 MF1 MSIN0107 ESSMENT CS 5854 MFIT 5008 MIPS R4000 ENG5274 BU52018 ENG2079 BIOA02 STA2570 F0 INF553 STAT 440 STAT3008 COMP9417 COMP6451 6COM1042 BU52006 ST303 HW-1 CISC-235 CS 510 MATH3161 ECN 140 ECE391 Comp 3613 CVEN 9625 PRG455 UESTION 1 EARN 5 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