IBM HR Analytics Employee Attrition & PerformanceShivangiKrishna
- Help companies to be prepared for future employee-loss
- Evaluating possible trends and reasons for employee attrition, in order to prevent valuable employees from leaving.
- We analyzed the numeric and categorical data with the use of Machine Learning models to identify the main variables contributing to the attrition of employees
- This project was completed and carried out by three DSAI students Angelin Grace Wijaya, Agarwala Pratham, Krishna Shivangi
OPS 571 HELP Redefined Education--ops571help.comclaric212
FOR MORE CLASSES VISIT
www.ops571help.com
a. Observe the critical path diagram. Why are there two arrows pointing to task F? b. Why is the critical path shown as A-B-E-G-I? How is the critical path defined? c. What would happen if activity F was revised to take 4 days instead of 2days?
IBM HR Analytics Employee Attrition & PerformanceShivangiKrishna
- Help companies to be prepared for future employee-loss
- Evaluating possible trends and reasons for employee attrition, in order to prevent valuable employees from leaving.
- We analyzed the numeric and categorical data with the use of Machine Learning models to identify the main variables contributing to the attrition of employees
- This project was completed and carried out by three DSAI students Angelin Grace Wijaya, Agarwala Pratham, Krishna Shivangi
OPS 571 HELP Redefined Education--ops571help.comclaric212
FOR MORE CLASSES VISIT
www.ops571help.com
a. Observe the critical path diagram. Why are there two arrows pointing to task F? b. Why is the critical path shown as A-B-E-G-I? How is the critical path defined? c. What would happen if activity F was revised to take 4 days instead of 2days?
In The Real WorldOfficeMax (www.OfficeMax.com) sells office sup.docxbradburgess22840
In The Real World
OfficeMax (www.OfficeMax.com) sells office supplies, office furniture, and office technology through a network of more than 800 stores. In the face of a tough economy and the need to improve supply chain operations, OfficeMax found that increased collaboration between different internal groups delivered significant benefits. Reuben Slone, Executive Vice President of Supply Chain, and Nikhil Sagar, Vice President of Inventory Management, describe how these improvements were achieved.
While OfficeMax was in the midst of executing a major turnaround plan, the onset of the “Great Recession” set a much greater hurdle, calling for it to overcome the effects of rapidly shrinking sales and volatile fuel costs. More than ever, OfficeMax had to deliver greatly improved working capital productivity and cost productivity levels while maintaining the customer experience through strong product availability. The case for internal collaboration was never stronger.
This was also the time that an economic value added (EVA) mindset was being developed within the company. EVA training was widely rolled out with the help of the University of Notre Dame, and caused a much greater focus on asset and working capital management.
Reuben Slone, Executive Vice President of Supply Chain, called his team together and communicated his vision for the transformation needed to overcome the new economic challenge. The Supply Chain team had already established a powerful track record of delivering strong results against the turnaround plan, but the challenge at hand now called for the team to reach new and higher levels of performance, and develop and implement strategies that made conscious trade offs between supply chain operational costs and working capital productivity. The Supply Chain Operations and Inventory Management groups were asked to challenge each other's assumptions. This was not going to be easy—there was a lot of high performing talent in both groups. These were people that now had to work together on the same team.
Guidelines for the internal collaboration were established. All parties on the project were declared equal, no existing practices were considered sacred, and all parties were encouraged to question everything. The project group would make fact-based decisions, not emotional reactions, and the EVA model would be used as an empirical framework for decision making. The team was given a clear set of priorities—product availability, working capital productivity, and cost productivity. And finally, business goals were revised to reflect a broad set of shared supply chain outcomes.
Interpersonal relationships were focused on open discussions between the Supply Chain Operations and Inventory Management teams to discuss past problems (perceived or real) and close collaboration was strongly encouraged between the two teams. For example, a territorial mindset would no longer be tolerated, and a good idea would be a good idea, regardless of wh.
For more course tutorials visit
www.newtonhelp.com
a. Observe the critical path diagram. Why are there two arrows pointing to task F?
b. Why is the critical path shown as A-B-E-G-I? How is the critical path defined?
c. What would happen if activity F was revised to take 4 days instead of 2days?
For more classes visit
www.snaptutorial.com
Observe the critical path diagram. Why are there two arrows pointing to task F?
Why is the critical path shown as A-B-E-
Assignment 1 LASA 2—Company Analysis ReportReview the following.docxtrippettjettie
Assignment 1: LASA 2—Company Analysis Report
Review the following scenario:
Assume that you have recently been hired as the director of continuous improvement of a company. You are an outside hire with limited history of the firm and personal capital at the firm, and you are responsible for lean production, total quality management (TQM), six sigma, and best practice implementation.
Lean production means doing more with less, such as less inventory, fewer workers, or less space. A recent trade in quality management is lean six sigma (also known as lean sigma) that integrates six sigma and lean production.
The capacity for which you were hired has existed for three years with a direct line of report to the vice-president of operations and dotted line of report to the head of information technology (IT), the chief information officer (CIO), and the director of internal controls and audit. You are the second person to fill in this position. You have a team of internal consultants; half of your team has six sigma black belt or equivalent capabilities with the remainder having a solid understanding of operations and IT. You also have a budget for two external vendor resources.
You have taken six months to familiarize yourself with the organization and its people, mission, goals, strategy, and structure. In this time, you have also evaluated current operations. At the end of this period, you are assigned to deliver a report identifying the three most promising avenues for achieving best practices within the company. You have already been told that the company suffers from both aging and complex information systems and that your recommendation must include a major upgrade of those systems. The executive officers anticipate major investments in IT over the next several years. Your best practice implementations, coupled with new technology, must be measurable in terms of speed, quality, productivity, and efficiency or other key performance indicators that you identify in your report.
For this assignment, you will choose a company with which you are familiar. You are encouraged to choose a company for which you currently work or have worked, but you may choose some other firm if you believe it will be a compelling analysis.
You may choose one area of the company, such as a manufacturing plant or product design, to focus on if you can make a strong case. Your recommendations should have the following features.
· Repeatable: If you “fix” three things in a manufacturing plant, you should be able to tackle the “next” three in iteration.
· Scalable: If they work in one plant, they should work in all of them.
· Replicable: Your process for improvement should be repeatable in different, disparate parts of the organization.
This is a key initiative at the “C” level, and your recommendation will reach the board of directors.
Your paper must include the following sections:
1. Strategic Overview: (1 page)
Provide a brief description of the following elements:
a. ...
Review the following scenarioAssume that you have recently be.docxinfantkimber
Review the following scenario:
Assume that you have recently been hired as the director of continuous improvement of a company. You are an outside hire with limited history of the firm and personal capital at the firm, and you are responsible for lean production, total quality management (TQM), six sigma, and best practice implementation.
Lean production means doing more with less, such as less inventory, fewer workers, or less space. A recent trade in quality management is lean six sigma (also known as lean sigma) that integrates six sigma and lean production.
The capacity for which you were hired has existed for three years with a direct line of report to the vice-president of operations and dotted line of report to the head of information technology (IT), the chief information officer (CIO), and the director of internal controls and audit. You are the second person to fill in this position. You have a team of internal consultants; half of your team has six sigma black belt or equivalent capabilities with the remainder having a solid understanding of operations and IT. You also have a budget for two external vendor resources.
You have taken six months to familiarize yourself with the organization and its people, mission, goals, strategy, and structure. In this time, you have also evaluated current operations. At the end of this period, you are assigned to deliver a report identifying the three most promising avenues for achieving best practices within the company. You have already been told that the company suffers from both aging and complex information systems and that your recommendation must include a major upgrade of those systems. The executive officers anticipate major investments in IT over the next several years. Your best practice implementations, coupled with new technology, must be measurable in terms of speed, quality, productivity, and efficiency or other key performance indicators that you identify in your report.
For this assignment, you will choose a company with which you are familiar. You are encouraged to choose a company for which you currently work or have worked, but you may choose some other firm if you believe it will be a compelling analysis.
You may choose one area of the company, such as a manufacturing plant or product design, to focus on if you can make a strong case. Your recommendations should have the following features.
Repeatable: If you “fix” three things in a manufacturing plant, you should be able to tackle the “next” three in iteration.
Scalable: If they work in one plant, they should work in all of them.
Replicable: Your process for improvement should be repeatable in different, disparate parts of the organization.
This is a key initiative at the “C” level, and your recommendation will reach the board of directors.
Your paper must include the following sections:
Strategic Overview
: (1 page)
Provide a brief description of the following elements:
The company, including it ...
A short instructional on how to integrate two widely used business intelligence tools, R and Power BI, that could open the doors to amazing possibilities.
In The Real WorldOfficeMax (www.OfficeMax.com) sells office sup.docxbradburgess22840
In The Real World
OfficeMax (www.OfficeMax.com) sells office supplies, office furniture, and office technology through a network of more than 800 stores. In the face of a tough economy and the need to improve supply chain operations, OfficeMax found that increased collaboration between different internal groups delivered significant benefits. Reuben Slone, Executive Vice President of Supply Chain, and Nikhil Sagar, Vice President of Inventory Management, describe how these improvements were achieved.
While OfficeMax was in the midst of executing a major turnaround plan, the onset of the “Great Recession” set a much greater hurdle, calling for it to overcome the effects of rapidly shrinking sales and volatile fuel costs. More than ever, OfficeMax had to deliver greatly improved working capital productivity and cost productivity levels while maintaining the customer experience through strong product availability. The case for internal collaboration was never stronger.
This was also the time that an economic value added (EVA) mindset was being developed within the company. EVA training was widely rolled out with the help of the University of Notre Dame, and caused a much greater focus on asset and working capital management.
Reuben Slone, Executive Vice President of Supply Chain, called his team together and communicated his vision for the transformation needed to overcome the new economic challenge. The Supply Chain team had already established a powerful track record of delivering strong results against the turnaround plan, but the challenge at hand now called for the team to reach new and higher levels of performance, and develop and implement strategies that made conscious trade offs between supply chain operational costs and working capital productivity. The Supply Chain Operations and Inventory Management groups were asked to challenge each other's assumptions. This was not going to be easy—there was a lot of high performing talent in both groups. These were people that now had to work together on the same team.
Guidelines for the internal collaboration were established. All parties on the project were declared equal, no existing practices were considered sacred, and all parties were encouraged to question everything. The project group would make fact-based decisions, not emotional reactions, and the EVA model would be used as an empirical framework for decision making. The team was given a clear set of priorities—product availability, working capital productivity, and cost productivity. And finally, business goals were revised to reflect a broad set of shared supply chain outcomes.
Interpersonal relationships were focused on open discussions between the Supply Chain Operations and Inventory Management teams to discuss past problems (perceived or real) and close collaboration was strongly encouraged between the two teams. For example, a territorial mindset would no longer be tolerated, and a good idea would be a good idea, regardless of wh.
For more course tutorials visit
www.newtonhelp.com
a. Observe the critical path diagram. Why are there two arrows pointing to task F?
b. Why is the critical path shown as A-B-E-G-I? How is the critical path defined?
c. What would happen if activity F was revised to take 4 days instead of 2days?
For more classes visit
www.snaptutorial.com
Observe the critical path diagram. Why are there two arrows pointing to task F?
Why is the critical path shown as A-B-E-
Assignment 1 LASA 2—Company Analysis ReportReview the following.docxtrippettjettie
Assignment 1: LASA 2—Company Analysis Report
Review the following scenario:
Assume that you have recently been hired as the director of continuous improvement of a company. You are an outside hire with limited history of the firm and personal capital at the firm, and you are responsible for lean production, total quality management (TQM), six sigma, and best practice implementation.
Lean production means doing more with less, such as less inventory, fewer workers, or less space. A recent trade in quality management is lean six sigma (also known as lean sigma) that integrates six sigma and lean production.
The capacity for which you were hired has existed for three years with a direct line of report to the vice-president of operations and dotted line of report to the head of information technology (IT), the chief information officer (CIO), and the director of internal controls and audit. You are the second person to fill in this position. You have a team of internal consultants; half of your team has six sigma black belt or equivalent capabilities with the remainder having a solid understanding of operations and IT. You also have a budget for two external vendor resources.
You have taken six months to familiarize yourself with the organization and its people, mission, goals, strategy, and structure. In this time, you have also evaluated current operations. At the end of this period, you are assigned to deliver a report identifying the three most promising avenues for achieving best practices within the company. You have already been told that the company suffers from both aging and complex information systems and that your recommendation must include a major upgrade of those systems. The executive officers anticipate major investments in IT over the next several years. Your best practice implementations, coupled with new technology, must be measurable in terms of speed, quality, productivity, and efficiency or other key performance indicators that you identify in your report.
For this assignment, you will choose a company with which you are familiar. You are encouraged to choose a company for which you currently work or have worked, but you may choose some other firm if you believe it will be a compelling analysis.
You may choose one area of the company, such as a manufacturing plant or product design, to focus on if you can make a strong case. Your recommendations should have the following features.
· Repeatable: If you “fix” three things in a manufacturing plant, you should be able to tackle the “next” three in iteration.
· Scalable: If they work in one plant, they should work in all of them.
· Replicable: Your process for improvement should be repeatable in different, disparate parts of the organization.
This is a key initiative at the “C” level, and your recommendation will reach the board of directors.
Your paper must include the following sections:
1. Strategic Overview: (1 page)
Provide a brief description of the following elements:
a. ...
Review the following scenarioAssume that you have recently be.docxinfantkimber
Review the following scenario:
Assume that you have recently been hired as the director of continuous improvement of a company. You are an outside hire with limited history of the firm and personal capital at the firm, and you are responsible for lean production, total quality management (TQM), six sigma, and best practice implementation.
Lean production means doing more with less, such as less inventory, fewer workers, or less space. A recent trade in quality management is lean six sigma (also known as lean sigma) that integrates six sigma and lean production.
The capacity for which you were hired has existed for three years with a direct line of report to the vice-president of operations and dotted line of report to the head of information technology (IT), the chief information officer (CIO), and the director of internal controls and audit. You are the second person to fill in this position. You have a team of internal consultants; half of your team has six sigma black belt or equivalent capabilities with the remainder having a solid understanding of operations and IT. You also have a budget for two external vendor resources.
You have taken six months to familiarize yourself with the organization and its people, mission, goals, strategy, and structure. In this time, you have also evaluated current operations. At the end of this period, you are assigned to deliver a report identifying the three most promising avenues for achieving best practices within the company. You have already been told that the company suffers from both aging and complex information systems and that your recommendation must include a major upgrade of those systems. The executive officers anticipate major investments in IT over the next several years. Your best practice implementations, coupled with new technology, must be measurable in terms of speed, quality, productivity, and efficiency or other key performance indicators that you identify in your report.
For this assignment, you will choose a company with which you are familiar. You are encouraged to choose a company for which you currently work or have worked, but you may choose some other firm if you believe it will be a compelling analysis.
You may choose one area of the company, such as a manufacturing plant or product design, to focus on if you can make a strong case. Your recommendations should have the following features.
Repeatable: If you “fix” three things in a manufacturing plant, you should be able to tackle the “next” three in iteration.
Scalable: If they work in one plant, they should work in all of them.
Replicable: Your process for improvement should be repeatable in different, disparate parts of the organization.
This is a key initiative at the “C” level, and your recommendation will reach the board of directors.
Your paper must include the following sections:
Strategic Overview
: (1 page)
Provide a brief description of the following elements:
The company, including it ...
A short instructional on how to integrate two widely used business intelligence tools, R and Power BI, that could open the doors to amazing possibilities.
Company segmentation - an approach with RCasper Crause
We classify companies based on how their stocks trade using their daily stock returns (percentage movement from one day to the next). This analysis will help your organization determine which companies are related to each other (competitors and have similar attributes).
How to read multiple excel files - With RCasper Crause
How to read many excel files into your R session
This presentation also explains how to read in multiple excel sheets into your script using the magic of purrr
Control flow statements!
This is probably one of my favorite topics. All computer languages have instructions and the order and pathways by which these instructions are executed are called control flow.
The following bullet points are methods that can be used to control flow in a programming language:
• If Statement
• Else Statement
• Else If Statement
• Switch
• Loops
• Repeat Loops
• While Loop
• For Loop
• Loop-control Statements
• Break Statement
• Next Statement
I’ve created a very basic while loop that you can try out for yourself by copying the text into your R script. A while loop can be thought of as a repeating if-statement. It repeats a code based on a Boolean condition. So while(x <50) { print(X)} can be interpreted in plain English as “ print X until X exceeds 50” While loops may run ad infinitum if you don’t control them properly with break statements
Have you ever felt a little unsure about which colors to use for your graphs?
This is the case for me so many times until I found the package : colortools. It shows you which colors are complimentary to each other.
Have a look and see how to change that!
Wrangling data the tidy way with the tidyverseCasper Crause
Have you checked out the new tidyr version 1.0.0?
I experimented with the pivot_long and pivot_wide functions and I love the new functionality!
I cleaned a weather data-set that was poorly constructed but thanks to the tidyverse it was a breeze!
At Taste Of Middle East, we believe that food is not just about satisfying hunger, it's about experiencing different cultures and traditions. Our restaurant concept is based on selecting famous dishes from Iran, Turkey, Afghanistan, and other Arabic countries to give our customers an authentic taste of the Middle East
Ang Chong Yi Navigating Singaporean Flavors: A Journey from Cultural Heritage...Ang Chong Yi
In the heart of Singapore, where tradition meets modernity, He embarks on a culinary adventure that transcends borders. His mission? Ang Chong Yi Exploring the Cultural Heritage and Identity in Singaporean Cuisine. To explore the rich tapestry of flavours that define Singaporean cuisine while embracing innovative plant-based approaches. Join us as we follow his footsteps through bustling markets, hidden hawker stalls, and vibrant street corners.
Roti Bank Hyderabad: A Beacon of Hope and NourishmentRoti Bank
One of the top cities of India, Hyderabad is the capital of Telangana and home to some of the biggest companies. But the other aspect of the city is a huge chunk of population that is even deprived of the food and shelter. There are many people in Hyderabad that are not having access to
Key Features of The Italian Restaurants.pdfmenafilo317
Filomena, a renowned Italian restaurant, is renowned for its authentic cuisine, warm environment, and exceptional service. Recognized for its homemade pasta, traditional dishes, and extensive wine selection, we provide a true taste of Italy. Its commitment to quality ingredients and classic recipes has made it a adored dining destination for Italian food enthusiasts.
Piccola Cucina is regarded as the best restaurant in Brooklyn and as the best Italian restaurant in NYC. We offer authentic Italian cuisine with a Sicilian touch that elevates the entire fine dining experience. We’re the first result when someone searches for where to eat in Brooklyn or the best restaurant near me.
2. DASHBOARD THAT COMPARES THE
PRODUCTIVITY OF DAY AND NIGHT
SHIFTS
This is an example of a dashboard that I've
created using pivot charts in Excel that
compares the productivity of day and night
shift in an apple packing facility. It updates
hourly by querying the data from an external
connection. It splits the shifts using a nested
if - statement that combines AND as well as
OR operators to allocate the transaction time
to either day or night. This dashboard
comprises of three elements:
1. 1. The different varieties packed( pie
chart)
2. 2. The performance of three individual
pack lines (bottom).
3. 3. The combined output of the three
pack lines (top right)
3. ANALYZING HOW THE INTRODUCTION OF A
NEWLY APPOINTED MANAGER AFFECTED
PRODUCTIVITY IN AN APPLE-PACKING FACILITY
Appointing the right people in the right positions is crucial for remaining a step ahead of the
competition! These histograms compare the production results in terms of the amount of bins
tipped (a standard bin weighs 365 kg) . It compares the company's productivity 6 months
before the addition of a line manager and the first 6 months after the manager was hired. The
manager was responsible for maximizing output.
4. ANOVA RESULTS - ARE
MANAGERS REALLY MAKING A
DIFFERENCE OR DID THEY JUST
GET LUCKY?
It seems as if the introduction of a manager yielded great
results. The company had three hypotheses they wanted to
inspect:
1. Does it matter if we appoint a pack line manager or can we
get by without one?
2. Is there a relationship between the average output and
time?
3. The interaction between these two variables - are the
results achieved over time dependent on whether or not we
employ a manager responsible for maximizing output ?
The results tell us that the output we achieve over time depends
on how good the manager appointed is. The results were
conducted over six months. Without a manager appointed the
mean output for the six-month-period was 221 bins with a
margin of error of +/- 4 bins and the mean output achieved with
a manager appointed over the same period was 263 bins with a
margin of error of +/- 6 bins
The bottom 25 % of output increased by 36 bins per shift (21 %).
The median output increased by 49 bins per shift (21%). The top
25% increased by 61 bins per shift(25%).