The document discusses using input-output analysis and IMPLAN software to conduct economic impact analyses. It provides an overview of input-output tables and how they can be used to estimate multipliers showing the total economic impact of changes in final demand or industry output. Multipliers capture the direct, indirect, and induced effects of these changes on jobs, income, value added, and total economic activity. The document gives examples of how input-output models and multipliers can help analyze impacts of industries like waste hauling and landfills.
The document discusses the Penn State Economic Modeling & Forecasting Project, which uses input-output analysis and economic modeling to analyze various policy issues over 25 years. It provides a non-mathematical overview of input-output models and tables that show the interconnections between industries in terms of production and consumption. The project has conducted over 100 analyses of policies related to industries, occupations, education, health care, energy and more. As an example, one analysis examined the impact of different national health care spending scenarios on Pennsylvania health care employment.
Capital goods are physical assets like buildings, machinery, vehicles and tools that are used by companies to produce other goods and services for consumers rather than being consumed themselves. They are durable assets that are depreciated over time rather than being used up in a single year. Capital goods play an important role in the economy by increasing production capacity and acting as an entry barrier for new companies, and include items in sectors like manufacturing, transportation and services that produce goods for other businesses.
ANALYTICALAPPROCH ON ANNUAL SURVEY OF INDUSTRIAL DATA OF NCT OF DELHI DURING ...Sarvesh Kumar
In this paper we give the idea for operations of Annual survey of Industrial data for Delhi, NCR for the year 2008-09 to 2011-12 with complete
analysis. The Implementation of Industrial Statistical concept like Process Control, Six Sigma, estimation and forecasting, elasticity, correlation
and regression analysis and other quantitative quality programs, courses and general statistical methods is the big challenges for industry sector
with usual utilization. The new initiative of this work is to analysis the relationship between correlation coefficient and elasticity of major industrial
characteristics with estimation the trend and forecasted for future. The considered major characteristics are input capacity and output of industry
along with net income and total cost. Emphasis has been given on utilization of industrial statistics concept for industry so that optimum
production occurred with best utilization of raw material in limited cost. This paper also established the statistical relationships of interactions in
the labour market between employers and the intervention in these relations by governments/government agencies or others.
American Journal of Multidisciplinary Research and Development is indexed, refereed and peer-reviewed journal, which is designed to publish research articles.
The TeamLease Employment Outlook Report: Quarter-3, 2011-12valuvox
The quarterly TeamLease Employment Outlook Report provides human resource policy and decision makers a forward looking tool that tracks hiring sentiments in the market. The report carries an insight into what businesses of various sizes – across the country and across industry sectors – have on their talent acquisition anvil for the immediate next three months. The Employment Outlook Survey is carried out, and the analysis done, in the preceding quarter.
The document discusses using input-output analysis and IMPLAN software to conduct economic impact analyses. It provides an overview of input-output tables and how they can be used to estimate multipliers showing the total economic impact of changes in final demand or industry output. Multipliers capture the direct, indirect, and induced effects of these changes on jobs, income, value added, and total economic activity. The document gives examples of how input-output models and multipliers can help analyze impacts of industries like waste hauling and landfills.
The document discusses the Penn State Economic Modeling & Forecasting Project, which uses input-output analysis and economic modeling to analyze various policy issues over 25 years. It provides a non-mathematical overview of input-output models and tables that show the interconnections between industries in terms of production and consumption. The project has conducted over 100 analyses of policies related to industries, occupations, education, health care, energy and more. As an example, one analysis examined the impact of different national health care spending scenarios on Pennsylvania health care employment.
Capital goods are physical assets like buildings, machinery, vehicles and tools that are used by companies to produce other goods and services for consumers rather than being consumed themselves. They are durable assets that are depreciated over time rather than being used up in a single year. Capital goods play an important role in the economy by increasing production capacity and acting as an entry barrier for new companies, and include items in sectors like manufacturing, transportation and services that produce goods for other businesses.
ANALYTICALAPPROCH ON ANNUAL SURVEY OF INDUSTRIAL DATA OF NCT OF DELHI DURING ...Sarvesh Kumar
In this paper we give the idea for operations of Annual survey of Industrial data for Delhi, NCR for the year 2008-09 to 2011-12 with complete
analysis. The Implementation of Industrial Statistical concept like Process Control, Six Sigma, estimation and forecasting, elasticity, correlation
and regression analysis and other quantitative quality programs, courses and general statistical methods is the big challenges for industry sector
with usual utilization. The new initiative of this work is to analysis the relationship between correlation coefficient and elasticity of major industrial
characteristics with estimation the trend and forecasted for future. The considered major characteristics are input capacity and output of industry
along with net income and total cost. Emphasis has been given on utilization of industrial statistics concept for industry so that optimum
production occurred with best utilization of raw material in limited cost. This paper also established the statistical relationships of interactions in
the labour market between employers and the intervention in these relations by governments/government agencies or others.
American Journal of Multidisciplinary Research and Development is indexed, refereed and peer-reviewed journal, which is designed to publish research articles.
The TeamLease Employment Outlook Report: Quarter-3, 2011-12valuvox
The quarterly TeamLease Employment Outlook Report provides human resource policy and decision makers a forward looking tool that tracks hiring sentiments in the market. The report carries an insight into what businesses of various sizes – across the country and across industry sectors – have on their talent acquisition anvil for the immediate next three months. The Employment Outlook Survey is carried out, and the analysis done, in the preceding quarter.
This document summarizes a presentation given at the 2010 Pennsylvania Workforce Investment Board Symposium about the risks of offshoring Pennsylvania jobs. The presentation analyzed which types of jobs in Pennsylvania are most at risk of being offshored based on their potential for offshorability. It found that about one in four service sector jobs in Pennsylvania and nationwide are at high risk. Pennsylvania has a higher concentration of high-risk jobs and lower concentration of low-risk jobs compared to the nation on average. Higher-paying and degree-required jobs in Pennsylvania generally have lower offshorability than lower-paying and non-degree jobs. At-risk jobs were also dispersed across different Pennsylvania counties.
Cutting Edge Economic Techniques for Assessing Regional InnovationsPenn State University
The document discusses three cutting edge economic techniques for assessing regional innovations: input-output analysis, counterfactual analysis, and records linkages. Input-output analysis uses tables to organize data on production and consumption across industries and calculate economic multipliers. Counterfactual analysis uses models to examine hypothetical scenarios and their implications. Records linkages match youth and unemployment data to study employment outcomes over time while preserving confidentiality.
The document describes the economic and demographic modeling capabilities of the Institute for Research in Training & Development led by Rose Baker and David Passmore. The Institute uses the REMI PI+ model to provide economic and demographic forecasting from 1990 to 2050 at the 3-digit NAICS sector level, as well as fiscal forecasting and analysis through the REMI Tax-PI model. The REMI models can be delivered within 5 days and calibrated for a region within 4 weeks to analyze budget and policy changes.
Presentation by Rose Baker and David Passmore at a trainign workshop held by the County Planning Directors Association of Pennsylvania in State College, Pennsylvania, USA, on November 4, 2010
The document discusses using input-output analysis and IMPLAN software to conduct economic impact analyses. It provides an overview of input-output tables and how they can be used to estimate multipliers showing the total economic impact of changes in final demand or industry output. Multipliers capture the direct, indirect, and induced effects of these changes on jobs, income, value added, and total economic activity. The document gives examples of how input-output models and multipliers can help analyze impacts of industries like waste hauling and landfills.
The document discusses national income and GDP. It defines national income as the total value of all final goods and services produced in an economy in a year. National income can be measured using the production, income, and expenditure methods. GDP is a measure of the total value of final goods and services produced domestically in a year. It includes consumption, investment, government spending, and net exports. While GDP indicates economic activity and growth, it does not account for non-market activities or capture social welfare.
The document provides information on various macroeconomic concepts related to national income and its calculation. It defines key terms like intermediate goods, final goods, capital goods, consumption goods, gross investment, depreciation, stock and flow variables. It explains the circular flow of income between households and firms. It also describes methods of calculating national income including the value added method and income method. Examples are provided to illustrate the calculation of GDP, GNP, NDP and national income using both methods.
NATIONAL INCOME 2024 PDF SPCC_5b584145-f12a-4f7f-b464-2dcfcb6ef6eb.pdfDakshHalai
From the given data, calculate the following:
(i) Value of output is the total sales plus increase in stock which is Rs. 1,200 + Rs. 60 = Rs. 1,260
(ii) Intermediate consumption includes purchase of raw materials from domestic and imported sources plus power charges which is Rs. 400 + Rs. 120 + Rs. 20 = Rs. 540
(iii) Net value added at factor cost is calculated as value of output minus intermediate consumption minus depreciation which is Rs. 1,260 - Rs. 540 - Rs. 50 = Rs. 670
This document provides an overview of microeconomics and macroeconomics. Microeconomics examines individual economic agents and how incentives influence their decisions. Macroeconomics considers aggregate indicators for an entire economy such as GDP, inflation, unemployment, and trade balances. It analyzes topics like economic growth, government policies, and the relationships between different parts of the economy. GDP is the total value of all final goods and services produced domestically in a given time period and it equals the total income earned from that production.
1) The document describes the circular flow model of the economy, which divides the economy into 4 sectors: individuals, businesses, government, and international trade.
2) It illustrates the circular flow of income between individuals and businesses, where individuals receive income from businesses for supplying labor, capital, and resources, and then spend that income on goods and services produced by businesses.
3) GDP can be measured using the production, income, or expenditure approaches, which should all equal the total value of final goods and services produced domestically in a given time period.
The document discusses key concepts related to calculating and measuring national income, including:
1) Gross Domestic Product (GDP) is the total value of all final goods and services produced within a country in a given time period.
2) There are several approaches to calculating national income including the expenditure, income, and product approaches.
3) There are various challenges involved in accurately calculating national income for countries, especially less developed nations, such as problems with non-monetized sectors, illiteracy, lack of expertise, and double counting issues.
Concept of national income and comparison with pakistanAgamya Dixit
It discusses the various concepts of national income like GDP, GNP, circular flow of income , etc .. It also brings to light the data related to national income for past few years and the trends. It also presents a comparison with the national income trends of Pakistan.
The document discusses various concepts related to national income, including:
1. National income is defined as the aggregate factor income arising from a nation's current production of goods and services. It can be measured as the sum of incomes, net outputs by sector, or sum of expenditures.
2. Key concepts include gross national product (GNP), net national product (NNP), national income at market prices, national income at factor cost, and personal income. NNP is GNP less depreciation, while national income deducts indirect taxes and adds subsidies from NNP.
3. In India, national income is estimated using sectoral approaches like the net product method for agriculture and manufacturing, and expenditure methods
National income accounting measures aggregate economic activity, including GDP and its components. GDP is the total market value of final goods and services produced within a nation's borders in a given time period. GDP can be calculated by totaling expenditures on consumption, investment, government spending, and net exports. Alternatively, GDP can be viewed through the income approach by totaling wages, profits, interest, rent, and subtracting factors like depreciation and taxes to arrive at measures like national income and disposable personal income.
National income accounting NOTES FOR ALL UNIVERSITIES MAINLY FOR ECONOMICS HO...SOURAV DAS
National income accounting NOTES FOR ALL UNIVERSITIES MAINLY FOR ECONOMICS HONOURS COURSE AND CLASS XI , XII CBSE COURSE BY SOURAV SIR'S CLASSES 9836793076
The circular flow of income shows the interconnected flows of goods, services, and money between households and firms in an economy. Households provide factor services like labor to firms and receive income, while firms produce goods and services and sell them to households. This results in a circular flow as money flows from households to firms and goods/services flow from firms to households. GDP can be measured using the income, expenditure, and production approaches, which should all equal the total value of final goods produced in an economy in a given time period when accounting properly.
This document defines key concepts in macroeconomics such as GDP, GNP, consumption and capital goods. It outlines the circular flow of income between households and firms and different methods to calculate national income including the product, expenditure and income methods. It also defines related concepts like private income, personal income, and real vs nominal GDP.
National income refers to the total value of all final goods and services produced in a country in a year. It includes goods and services produced domestically and income earned abroad by a country's citizens, minus income earned domestically by foreigners. There are various concepts used to measure national income, including gross domestic product (GDP), gross national product (GNP), net national product (NNP), personal income, and disposable personal income. National income is calculated using the expenditure, income, and production approaches.
The document discusses key economic indicators used to measure economic performance, including GDP, GNP, and their components. It explains that GDP is the total value of goods and services produced domestically in a year, while GNP includes output produced by a country's citizens abroad. The main components of GDP are consumer spending, investment, government spending, and net exports. GDP can be calculated via the expenditure approach or income approach.
This document summarizes a presentation given at the 2010 Pennsylvania Workforce Investment Board Symposium about the risks of offshoring Pennsylvania jobs. The presentation analyzed which types of jobs in Pennsylvania are most at risk of being offshored based on their potential for offshorability. It found that about one in four service sector jobs in Pennsylvania and nationwide are at high risk. Pennsylvania has a higher concentration of high-risk jobs and lower concentration of low-risk jobs compared to the nation on average. Higher-paying and degree-required jobs in Pennsylvania generally have lower offshorability than lower-paying and non-degree jobs. At-risk jobs were also dispersed across different Pennsylvania counties.
Cutting Edge Economic Techniques for Assessing Regional InnovationsPenn State University
The document discusses three cutting edge economic techniques for assessing regional innovations: input-output analysis, counterfactual analysis, and records linkages. Input-output analysis uses tables to organize data on production and consumption across industries and calculate economic multipliers. Counterfactual analysis uses models to examine hypothetical scenarios and their implications. Records linkages match youth and unemployment data to study employment outcomes over time while preserving confidentiality.
The document describes the economic and demographic modeling capabilities of the Institute for Research in Training & Development led by Rose Baker and David Passmore. The Institute uses the REMI PI+ model to provide economic and demographic forecasting from 1990 to 2050 at the 3-digit NAICS sector level, as well as fiscal forecasting and analysis through the REMI Tax-PI model. The REMI models can be delivered within 5 days and calibrated for a region within 4 weeks to analyze budget and policy changes.
Presentation by Rose Baker and David Passmore at a trainign workshop held by the County Planning Directors Association of Pennsylvania in State College, Pennsylvania, USA, on November 4, 2010
The document discusses using input-output analysis and IMPLAN software to conduct economic impact analyses. It provides an overview of input-output tables and how they can be used to estimate multipliers showing the total economic impact of changes in final demand or industry output. Multipliers capture the direct, indirect, and induced effects of these changes on jobs, income, value added, and total economic activity. The document gives examples of how input-output models and multipliers can help analyze impacts of industries like waste hauling and landfills.
The document discusses national income and GDP. It defines national income as the total value of all final goods and services produced in an economy in a year. National income can be measured using the production, income, and expenditure methods. GDP is a measure of the total value of final goods and services produced domestically in a year. It includes consumption, investment, government spending, and net exports. While GDP indicates economic activity and growth, it does not account for non-market activities or capture social welfare.
The document provides information on various macroeconomic concepts related to national income and its calculation. It defines key terms like intermediate goods, final goods, capital goods, consumption goods, gross investment, depreciation, stock and flow variables. It explains the circular flow of income between households and firms. It also describes methods of calculating national income including the value added method and income method. Examples are provided to illustrate the calculation of GDP, GNP, NDP and national income using both methods.
NATIONAL INCOME 2024 PDF SPCC_5b584145-f12a-4f7f-b464-2dcfcb6ef6eb.pdfDakshHalai
From the given data, calculate the following:
(i) Value of output is the total sales plus increase in stock which is Rs. 1,200 + Rs. 60 = Rs. 1,260
(ii) Intermediate consumption includes purchase of raw materials from domestic and imported sources plus power charges which is Rs. 400 + Rs. 120 + Rs. 20 = Rs. 540
(iii) Net value added at factor cost is calculated as value of output minus intermediate consumption minus depreciation which is Rs. 1,260 - Rs. 540 - Rs. 50 = Rs. 670
This document provides an overview of microeconomics and macroeconomics. Microeconomics examines individual economic agents and how incentives influence their decisions. Macroeconomics considers aggregate indicators for an entire economy such as GDP, inflation, unemployment, and trade balances. It analyzes topics like economic growth, government policies, and the relationships between different parts of the economy. GDP is the total value of all final goods and services produced domestically in a given time period and it equals the total income earned from that production.
1) The document describes the circular flow model of the economy, which divides the economy into 4 sectors: individuals, businesses, government, and international trade.
2) It illustrates the circular flow of income between individuals and businesses, where individuals receive income from businesses for supplying labor, capital, and resources, and then spend that income on goods and services produced by businesses.
3) GDP can be measured using the production, income, or expenditure approaches, which should all equal the total value of final goods and services produced domestically in a given time period.
The document discusses key concepts related to calculating and measuring national income, including:
1) Gross Domestic Product (GDP) is the total value of all final goods and services produced within a country in a given time period.
2) There are several approaches to calculating national income including the expenditure, income, and product approaches.
3) There are various challenges involved in accurately calculating national income for countries, especially less developed nations, such as problems with non-monetized sectors, illiteracy, lack of expertise, and double counting issues.
Concept of national income and comparison with pakistanAgamya Dixit
It discusses the various concepts of national income like GDP, GNP, circular flow of income , etc .. It also brings to light the data related to national income for past few years and the trends. It also presents a comparison with the national income trends of Pakistan.
The document discusses various concepts related to national income, including:
1. National income is defined as the aggregate factor income arising from a nation's current production of goods and services. It can be measured as the sum of incomes, net outputs by sector, or sum of expenditures.
2. Key concepts include gross national product (GNP), net national product (NNP), national income at market prices, national income at factor cost, and personal income. NNP is GNP less depreciation, while national income deducts indirect taxes and adds subsidies from NNP.
3. In India, national income is estimated using sectoral approaches like the net product method for agriculture and manufacturing, and expenditure methods
National income accounting measures aggregate economic activity, including GDP and its components. GDP is the total market value of final goods and services produced within a nation's borders in a given time period. GDP can be calculated by totaling expenditures on consumption, investment, government spending, and net exports. Alternatively, GDP can be viewed through the income approach by totaling wages, profits, interest, rent, and subtracting factors like depreciation and taxes to arrive at measures like national income and disposable personal income.
National income accounting NOTES FOR ALL UNIVERSITIES MAINLY FOR ECONOMICS HO...SOURAV DAS
National income accounting NOTES FOR ALL UNIVERSITIES MAINLY FOR ECONOMICS HONOURS COURSE AND CLASS XI , XII CBSE COURSE BY SOURAV SIR'S CLASSES 9836793076
The circular flow of income shows the interconnected flows of goods, services, and money between households and firms in an economy. Households provide factor services like labor to firms and receive income, while firms produce goods and services and sell them to households. This results in a circular flow as money flows from households to firms and goods/services flow from firms to households. GDP can be measured using the income, expenditure, and production approaches, which should all equal the total value of final goods produced in an economy in a given time period when accounting properly.
This document defines key concepts in macroeconomics such as GDP, GNP, consumption and capital goods. It outlines the circular flow of income between households and firms and different methods to calculate national income including the product, expenditure and income methods. It also defines related concepts like private income, personal income, and real vs nominal GDP.
National income refers to the total value of all final goods and services produced in a country in a year. It includes goods and services produced domestically and income earned abroad by a country's citizens, minus income earned domestically by foreigners. There are various concepts used to measure national income, including gross domestic product (GDP), gross national product (GNP), net national product (NNP), personal income, and disposable personal income. National income is calculated using the expenditure, income, and production approaches.
The document discusses key economic indicators used to measure economic performance, including GDP, GNP, and their components. It explains that GDP is the total value of goods and services produced domestically in a year, while GNP includes output produced by a country's citizens abroad. The main components of GDP are consumer spending, investment, government spending, and net exports. GDP can be calculated via the expenditure approach or income approach.
The document discusses key concepts related to national income, including:
1) The circular flow of income model which shows how money flows between businesses and individuals in an economy.
2) Key terms like gross domestic product (GDP), gross national product (GNP), net national product (NNP), personal disposable income (PDI), and personal income (PI) that are used to measure national income.
3) Methods for calculating GDP including the expenditure approach, income approach, and value/product approach.
U.S. Household Refrigerator And Home Feezer Market. Analysis And Forecast to ...IndexBox Marketing
IndexBox Marketing has just published its report: “U.S. Household Refrigerator And Home Feezer Market. Analysis And Forecast to 2020”.
The report provides an in-depth analysis of the U.S. household refrigerator and home freezer market. It presents the latest data of the market size and volume, domestic production, exports and imports, price dynamics and turnover in the industry. In addition, the report contains insightful information about the industry, including industry life cycle, business locations, productivity, employment and many other crucial aspects. The Company Profiles section contains relevant data on the major players in the industry.
National income is measured using three main methods: the production method, income method, and expenditure method. It is the total value of all final goods and services produced in an economy in a given period. National income data is important for measuring economic growth, distribution of wealth, and government budgeting and planning. However, there are difficulties in measuring national income such as the large non-monetized sector in many developing countries, unwillingness of people to reveal income data, problems with data collection, calculating depreciation, and avoiding double counting.
The document discusses how economic change is continuous and revolutionary technological changes are common throughout history. It uses the example of the transition from silent films to "talkies" in the 1920s-1930s in the US to illustrate how new technologies can create new jobs and destroy old ones. Specifically, the advent of talkies created jobs for technicians but displaced many musicians who provided music for silent films. While change often faces resistance, attempts to restrict new technologies have failed because businesses need to satisfy customers and improve efficiency. The document argues that current technological changes through artificial intelligence and other technologies may have a similar impact of changing and eliminating many jobs, but will also create new jobs. Overall, the lesson from history is that workers should expect changes,
This document discusses research design and data analysis. It explains that a research design establishes methods for collecting, organizing, and analyzing variables to minimize threats to the validity of conclusions. It also defines key terms like observations, treatments, and random assignment of experimental units to conditions. Charts are included showing examples of research designs with different arrangements of observations and treatments over time.
Validity of conclusions, internal validity, and external validity; research d...Penn State University
A research design outlines the methods used to collect, organize, and analyze variables in a study. It aims to minimize threats to the validity of conclusions by specifying experimental conditions and random assignment of subjects. Observations of experimental units are made both before and after treatments or activities to measure their effects over time.
The document discusses the purpose and process of data analysis. It aims to systematically collect, organize, and analyze data to answer research questions without ambiguity. The analysis involves description, exploration, and explanation of data to construct and test theories, and investigate prediction, correlation, and causation. While research design is the overall plan, methods are the specific strategies used to implement the design.
This document discusses key concepts related to data analysis and hypothesis testing. It explains that theories are composed of testable propositions and hypotheses. Hypotheses are evaluated through empirical research designed to test specific predictions. Researchers specify a null hypothesis and alternate hypothesis, collect data, and use statistical tests to either reject or fail to reject the null hypothesis. The goal is to minimize type 1 and type 2 errors by selecting an appropriate significance level and sample size. Traditional hypothesis testing uses an alpha level of 0.05. The document provides examples of how to state hypotheses, select a significance level, calculate test statistics, and make conclusions based on comparing p-values to the alpha level.
This document discusses statistical concepts and measurement, types of variables, and key terms for data analysis. It addresses:
- How variables are measured and the levels of measurement (nominal, ordinal, interval, ratio).
- The difference between discrete and continuous variables.
- Key terms like population, sample, parameter, and statistic and how inferences are made about populations based on statistics from samples.
- The components of theories, including propositions, nomological networks, and hypotheses testing.
- Important sources for PhD students, including familiarity with key concepts and links to additional documents.
Sharing Science: Tools for Improving our Research, Teaching, and ImpactPenn State University
Presented by Ryan Watkins, Professor, George Washington University, rwatkins@gwu.edu
Presented at The University Council for Workforce and Human Resource Education Fall 2018 Webinar
This document provides an analysis of labor force data from the Bureau of Labor Statistics and Census Bureau, including definitions of key terms like the unemployment rate, labor force participation rate, and employment population ratio. Formulas are given for calculating these rates based on data for the civilian working age population, those in the labor force, employed, unemployed, and out of the labor force by gender.
This document discusses data visualization and the ggplot2 package in R. It explains that ggplot2 is an implementation of Leland Wilkinson's Grammar of Graphics, which breaks graphs down into semantic components like scales and layers. It also notes that ggplot2 must be installed and loaded to be used, and should not be reinstalled if it is already present. Finally, it outlines that ggplot2 graphs have three main components: the data, the geometry defining the graph type, and the aesthetics specifying which variables are plotted.
This document summarizes key concepts in data analysis including:
1) Types of variables including nominal, ordinal, interval, and ratio levels of measurement.
2) Types of data including discrete and continuous variables.
3) Descriptions of datasets, data frames, frequency tables, and joint distributions.
4) Components of frequency tables including frequency, relative frequency, cumulative frequency, and relative cumulative frequency.
This document discusses tidy data principles for data analysis:
1. Each variable must have its own column.
2. Each observation must have its own row.
3. Each value must have its own cell.
It also discusses different measurement levels for variables including nominal, ordinal, interval, and ratio scales and provides examples of each.
This document provides instructions for reading different file types into R for data analysis. It explains how to use the read.table and read.csv functions to import text and CSV files located either locally or online. For text files, the functions read the file and assign it to an object name. It also recommends using the Import Dataset tab for ease of loading files.
The document summarizes the first class meeting of a data analysis course. It outlines the course goals of learning R and RStudio, expectations including weekly quizzes and assignments, and how students can succeed through preparation, practice, and participating in discussions. Remote participation and attendance policies are also addressed.
Sasha and Rose discussed handing off hosting duties for an upcoming Zoom meeting on April 5th where general advice would be provided to participants who would practice sharing their screens and using audio while giving presentations. The meeting URL would remain open for the next week so attendees could practice beforehand, and a link to a presentation and instructional video about successful Zoom presenting would be shared after the session. All were asked to assemble on the Zoom call by 3:45pm Eastern on April 5th.
Structural Model of Topics in Academy of Human Resource Development Journals,...Penn State University
< demonstrate text mining procedures for modeling topics evident in the universe of 1,905 peer-reviewed articles published between 1990 and 2015 in AHRD’s four refereed journals >
The 10 Most Influential Leaders Guiding Corporate Evolution, 2024.pdfthesiliconleaders
In the recent edition, The 10 Most Influential Leaders Guiding Corporate Evolution, 2024, The Silicon Leaders magazine gladly features Dejan Štancer, President of the Global Chamber of Business Leaders (GCBL), along with other leaders.
3 Simple Steps To Buy Verified Payoneer Account In 2024SEOSMMEARTH
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FIA officials brutally tortured innocent and snatched 200 Bitcoins of worth 4...jamalseoexpert1978
Farman Ayaz Khattak and Ehtesham Matloob are government officials in CTW Counter terrorism wing Islamabad, in Federal Investigation Agency FIA Headquarters. CTW and FIA kidnapped crypto currency owner from Islamabad and snatched 200 Bitcoins those worth of 4 billion rupees in Pakistan currency. There is not Cryptocurrency Regulations in Pakistan & CTW is official dacoit and stealing digital assets from the innocent crypto holders and making fake cases of terrorism to keep them silent.
B2B payments are rapidly changing. Find out the 5 key questions you need to be asking yourself to be sure you are mastering B2B payments today. Learn more at www.BlueSnap.com.
In the Adani-Hindenburg case, what is SEBI investigating.pptxAdani case
Adani SEBI investigation revealed that the latter had sought information from five foreign jurisdictions concerning the holdings of the firm’s foreign portfolio investors (FPIs) in relation to the alleged violations of the MPS Regulations. Nevertheless, the economic interest of the twelve FPIs based in tax haven jurisdictions still needs to be determined. The Adani Group firms classed these FPIs as public shareholders. According to Hindenburg, FPIs were used to get around regulatory standards.
How to Implement a Real Estate CRM SoftwareSalesTown
To implement a CRM for real estate, set clear goals, choose a CRM with key real estate features, and customize it to your needs. Migrate your data, train your team, and use automation to save time. Monitor performance, ensure data security, and use the CRM to enhance marketing. Regularly check its effectiveness to improve your business.
IMPACT Silver is a pure silver zinc producer with over $260 million in revenue since 2008 and a large 100% owned 210km Mexico land package - 2024 catalysts includes new 14% grade zinc Plomosas mine and 20,000m of fully funded exploration drilling.
Best practices for project execution and deliveryCLIVE MINCHIN
A select set of project management best practices to keep your project on-track, on-cost and aligned to scope. Many firms have don't have the necessary skills, diligence, methods and oversight of their projects; this leads to slippage, higher costs and longer timeframes. Often firms have a history of projects that simply failed to move the needle. These best practices will help your firm avoid these pitfalls but they require fortitude to apply.
Unveiling the Dynamic Personalities, Key Dates, and Horoscope Insights: Gemin...my Pandit
Explore the fascinating world of the Gemini Zodiac Sign. Discover the unique personality traits, key dates, and horoscope insights of Gemini individuals. Learn how their sociable, communicative nature and boundless curiosity make them the dynamic explorers of the zodiac. Dive into the duality of the Gemini sign and understand their intellectual and adventurous spirit.
LA HUG - Video Testimonials with Chynna Morgan - June 2024Lital Barkan
Have you ever heard that user-generated content or video testimonials can take your brand to the next level? We will explore how you can effectively use video testimonials to leverage and boost your sales, content strategy, and increase your CRM data.🤯
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Taurus Zodiac Sign: Unveiling the Traits, Dates, and Horoscope Insights of th...my Pandit
Dive into the steadfast world of the Taurus Zodiac Sign. Discover the grounded, stable, and logical nature of Taurus individuals, and explore their key personality traits, important dates, and horoscope insights. Learn how the determination and patience of the Taurus sign make them the rock-steady achievers and anchors of the zodiac.
13. Industries produce goods & services ind 1 ind 2 ind 3 ind 4 ind 1 ind 2 ind 3 ind 4 final demand total output producers
14. Industries purchase goods & services ind 1 ind 2 ind 3 ind 4 ind 1 ind 2 ind 3 ind 4 final demand total output purchasers
15. Production sector of the economy ind 1 ind 2 ind 3 ind 4 ind 1 ind 2 ind 3 ind 4 final demand total output
16. Production sector of the economy ind 1 ind 2 ind 3 ind 4 ind 1 ind 2 ind 3 ind 4 final demand total output interindustry transactions
17. Production sector of the economy ind 1 ind 2 ind 3 ind 4 ind 1 ind 2 ind 3 ind 4 final demand total output direct requirements
18. A closer look at interindustry transactions ind 1 ind 2 ind 3 ind 4 ind 1 ind 2 ind 3 ind 4 final demand total demand purchases of ind 2 from ind 1
19. A closer look at interindustry transactions ind 1 ind 2 ind 3 ind 4 ind 1 ind 2 ind 3 ind 4 final demand total demand purchases of ind 3 from ind 2; or, ind 2 produces for ind 3
20. A closer look at interindustry transactions ind 1 ind 2 ind 3 ind 4 ind 1 ind 2 ind 3 ind 4 final demand total demand purchases of ind 1 from itself; some industries use the products they make
21. Industry production function -- the direct supply chain ind 1 ind 2 ind 3 ind 4 ind 1 ind 2 ind 3 ind 4 final demand total demand All purchases of ind 1; aka industry production function
22. Producing & purchasing continues until goods or services created ind 1 ind 2 ind 3 ind 4 ind 1 ind 2 ind 3 ind 4 final demand total demand < make/use… make/use… make/use… the production cycle goes round & round >
23. Consumption ind 1 ind 2 ind 3 ind 4 ind 1 ind 2 ind 3 ind 4 final demand total output
24. Final demand… Gross domestic product… ind 1 ind 2 ind 3 ind 4 ind 1 ind 2 ind 3 ind 4 final demand total demand ind 1 ind 2 ind 3 ind 4 < personal consumption > < government purchases > < investment > < export >
25. Total economic output… ind 1 ind 2 ind 3 ind 4 ind 1 ind 2 ind 3 ind 4 final demand total output production + consumption = total output
27. Here is the sex part…. < where jobs come from >
28.
29. Jobs are tied to total output… ind 1 ind 2 ind 3 ind 4 ind 1 ind 2 ind 3 ind 4 final demand total output ind 1 ind 2 ind 3 ind 4 < in each industry, it takes a certain number of people to create a dollar’s worth of total economic output >
30. Jobs are tied to total output… ind 1 ind 2 ind 3 ind 4 ind 1 ind 2 ind 3 ind 4 final demand total output ind 1 ind 2 ind 3 ind 4 < if It takes .001 workers to create $1 of economic output, then,
31. Jobs are tied to total output… ind 1 ind 2 ind 3 ind 4 ind 1 ind 2 ind 3 ind 4 final demand total output ind 1 Ind 2 ind 3 ind 4 < if It takes .001 workers to create $1 of economic output, then, with $1 billion of total industrial output, 1 million workers are required >
32. Jobs are tied to total output… ind 1 ind 2 ind 3 ind 4 ind 1 ind 2 ind 3 ind 4 final demand total output ind 1 ind 2 ind 3 ind 4 < changes in labor intensity or in total economic output create changes in numbers and kinds of jobs >
33. Occupational employment is tied to total industrial output… ind 1 ind 2 ind 3 ind 4 ind 1 ind 2 ind 3 ind 4 final demand total output ind 1 ind 2 ind 3 ind 4 < industries use different occupations > < industries use different labor intensities > < occupational employment differs by industry >
34. Occupational employment is created.. … when people use their unique human capital to create goods & services