The Cobb-Douglas production function is a statistical model that relates the quantity of output to inputs of labor and capital. It is based on an empirical study by Paul Douglas and Charles Cobb of the American manufacturing industry in the 1920s. Their study found that labor contributed about 3/4 and capital about 1/4 to increases in manufacturing production. The Cobb-Douglas production function has several key properties including constant, increasing, or decreasing returns to scale depending on the sum of exponents and that average and marginal products depend on the factor ratio rather than absolute quantities.
This theory relies on the market behaviour of the consumer to know about his preferences with regard to the various combinations for the two reactions and responses of the consumer.
Neo classical general equilibrium theory which is based on Walrasian theory of general equilibrium 2*2*2 model and Marshallian graphical representation
This theory relies on the market behaviour of the consumer to know about his preferences with regard to the various combinations for the two reactions and responses of the consumer.
Neo classical general equilibrium theory which is based on Walrasian theory of general equilibrium 2*2*2 model and Marshallian graphical representation
PARAMETERS STATIC DATA STREAMED DATA
NATURE
Stable and unchanging over time
Dynamic and continuously generated in real-time
SOURCE
Typically stored in databases, files, or spreadsheets
Often originates from sensors, social media feeds, financial markets, or any source with constant updates
UPDATES
Occur at specific intervals, not continuously
Can be high velocity and high volume, requiring scalable storage and processing
EXAMPLES
Customer information, product catalogs, historical sales data
Sensor data (temperature readings, GPS coordinates), social media feeds (posts, tweets), financial transactions
ANALYSIS
Well-suited for in-depth analysis using sophisticated tools
Focused on real-time insights, often involving extracting patterns and trends from the latest data
The key difference between static and streamed data lies in their characteristics and how they are handled.
All three fields - statistics, data mining, and machine learning - are concerned with extracting knowledge from data, but they differ in their goals and approaches
PARAMETERS STATISTICS DATA MINING MACHINE LEARNING
FOCUS
Summarizing, describing, and drawing conclusions from data
Uncovering hidden patterns and relationships within large datasets Developing algorithms that can learn from data by itself
GOAL
Understand the characteristics of a population based on a sample
Extract insights that can inform decision-making
Build models that can make predictions or classifications on new, unseen data
DATA
Often works with smaller, well-defined datasets. These datasets typically follow a specific structure and are subjected to rigorous cleaning and preparation before analysis
Deals with large and potentially messy datasets. Data can be structured, semi-structured, or unstructured, requiring cleaning and preprocessing before applying mining techniques Primarily utilizes large datasets to train the algorithms. Data quality and pre-processing are crucial for building effective models
APPLICATIONS
Scientific research, market research, experimental studies Fraud detection, Revealing behavioral patterns, Bitcoin mining (Blockchain technology)
Image recognition, spam filtering, stock price prediction, recommendation systems
EXAMPLES
Scientific research: Analyzing experimental data to draw conclusions and support hypotheses.
Market research: Understanding customer demographics, preferences, and market trends Fraud detection: Analyzing financial transactions to identify patterns indicative of fraudulent activity.
Risk management: Assessing potential risks associated with loan applications or insurance claims
Image recognition: Facial recognition in social media or security applications.
Spam filtering: Identifying and filtering unwanted emails.
Stock price prediction: Analyzing market trends and historical data to forecast future stock prices (with inherent limitations)
how can I sell pi coins after successfully completing KYCDOT TECH
Pi coins is not launched yet in any exchange 💱 this means it's not swappable, the current pi displaying on coin market cap is the iou version of pi. And you can learn all about that on my previous post.
RIGHT NOW THE ONLY WAY you can sell pi coins is through verified pi merchants. A pi merchant is someone who buys pi coins and resell them to exchanges and crypto whales. Looking forward to hold massive quantities of pi coins before the mainnet launch.
This is because pi network is not doing any pre-sale or ico offerings, the only way to get my coins is from buying from miners. So a merchant facilitates the transactions between the miners and these exchanges holding pi.
I and my friends has sold more than 6000 pi coins successfully with this method. I will be happy to share the contact of my personal pi merchant. The one i trade with, if you have your own merchant you can trade with them. For those who are new.
Message: @Pi_vendor_247 on telegram.
I wouldn't advise you selling all percentage of the pi coins. Leave at least a before so its a win win during open mainnet. Have a nice day pioneers ♥️
#kyc #mainnet #picoins #pi #sellpi #piwallet
#pinetwork
how to sell pi coins in all Africa Countries.DOT TECH
Yes. You can sell your pi network for other cryptocurrencies like Bitcoin, usdt , Ethereum and other currencies And this is done easily with the help from a pi merchant.
What is a pi merchant ?
Since pi is not launched yet in any exchange. The only way you can sell right now is through merchants.
A verified Pi merchant is someone who buys pi network coins from miners and resell them to investors looking forward to hold massive quantities of pi coins before mainnet launch in 2026.
I will leave the telegram contact of my personal pi merchant to trade with.
@Pi_vendor_247
USDA Loans in California: A Comprehensive Overview.pptxmarketing367770
USDA Loans in California: A Comprehensive Overview
If you're dreaming of owning a home in California's rural or suburban areas, a USDA loan might be the perfect solution. The U.S. Department of Agriculture (USDA) offers these loans to help low-to-moderate-income individuals and families achieve homeownership.
Key Features of USDA Loans:
Zero Down Payment: USDA loans require no down payment, making homeownership more accessible.
Competitive Interest Rates: These loans often come with lower interest rates compared to conventional loans.
Flexible Credit Requirements: USDA loans have more lenient credit score requirements, helping those with less-than-perfect credit.
Guaranteed Loan Program: The USDA guarantees a portion of the loan, reducing risk for lenders and expanding borrowing options.
Eligibility Criteria:
Location: The property must be located in a USDA-designated rural or suburban area. Many areas in California qualify.
Income Limits: Applicants must meet income guidelines, which vary by region and household size.
Primary Residence: The home must be used as the borrower's primary residence.
Application Process:
Find a USDA-Approved Lender: Not all lenders offer USDA loans, so it's essential to choose one approved by the USDA.
Pre-Qualification: Determine your eligibility and the amount you can borrow.
Property Search: Look for properties in eligible rural or suburban areas.
Loan Application: Submit your application, including financial and personal information.
Processing and Approval: The lender and USDA will review your application. If approved, you can proceed to closing.
USDA loans are an excellent option for those looking to buy a home in California's rural and suburban areas. With no down payment and flexible requirements, these loans make homeownership more attainable for many families. Explore your eligibility today and take the first step toward owning your dream home.
If you are looking for a pi coin investor. Then look no further because I have the right one he is a pi vendor (he buy and resell to whales in China). I met him on a crypto conference and ever since I and my friends have sold more than 10k pi coins to him And he bought all and still want more. I will drop his telegram handle below just send him a message.
@Pi_vendor_247
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Poonawalla Fincorp and IndusInd Bank Introduce New Co-Branded Credit Cardnickysharmasucks
The unveiling of the IndusInd Bank Poonawalla Fincorp eLITE RuPay Platinum Credit Card marks a notable milestone in the Indian financial landscape, showcasing a successful partnership between two leading institutions, Poonawalla Fincorp and IndusInd Bank. This co-branded credit card not only offers users a plethora of benefits but also reflects a commitment to innovation and adaptation. With a focus on providing value-driven and customer-centric solutions, this launch represents more than just a new product—it signifies a step towards redefining the banking experience for millions. Promising convenience, rewards, and a touch of luxury in everyday financial transactions, this collaboration aims to cater to the evolving needs of customers and set new standards in the industry.
how to sell pi coins effectively (from 50 - 100k pi)DOT TECH
Anywhere in the world, including Africa, America, and Europe, you can sell Pi Network Coins online and receive cash through online payment options.
Pi has not yet been launched on any exchange because we are currently using the confined Mainnet. The planned launch date for Pi is June 28, 2026.
Reselling to investors who want to hold until the mainnet launch in 2026 is currently the sole way to sell.
Consequently, right now. All you need to do is select the right pi network provider.
Who is a pi merchant?
An individual who buys coins from miners on the pi network and resells them to investors hoping to hang onto them until the mainnet is launched is known as a pi merchant.
debuts.
I'll provide you the Telegram username
@Pi_vendor_247
Turin Startup Ecosystem 2024 - Ricerca sulle Startup e il Sistema dell'Innov...Quotidiano Piemontese
Turin Startup Ecosystem 2024
Una ricerca de il Club degli Investitori, in collaborazione con ToTeM Torino Tech Map e con il supporto della ESCP Business School e di Growth Capital
what is the future of Pi Network currency.DOT TECH
The future of the Pi cryptocurrency is uncertain, and its success will depend on several factors. Pi is a relatively new cryptocurrency that aims to be user-friendly and accessible to a wide audience. Here are a few key considerations for its future:
Message: @Pi_vendor_247 on telegram if u want to sell PI COINS.
1. Mainnet Launch: As of my last knowledge update in January 2022, Pi was still in the testnet phase. Its success will depend on a successful transition to a mainnet, where actual transactions can take place.
2. User Adoption: Pi's success will be closely tied to user adoption. The more users who join the network and actively participate, the stronger the ecosystem can become.
3. Utility and Use Cases: For a cryptocurrency to thrive, it must offer utility and practical use cases. The Pi team has talked about various applications, including peer-to-peer transactions, smart contracts, and more. The development and implementation of these features will be essential.
4. Regulatory Environment: The regulatory environment for cryptocurrencies is evolving globally. How Pi navigates and complies with regulations in various jurisdictions will significantly impact its future.
5. Technology Development: The Pi network must continue to develop and improve its technology, security, and scalability to compete with established cryptocurrencies.
6. Community Engagement: The Pi community plays a critical role in its future. Engaged users can help build trust and grow the network.
7. Monetization and Sustainability: The Pi team's monetization strategy, such as fees, partnerships, or other revenue sources, will affect its long-term sustainability.
It's essential to approach Pi or any new cryptocurrency with caution and conduct due diligence. Cryptocurrency investments involve risks, and potential rewards can be uncertain. The success and future of Pi will depend on the collective efforts of its team, community, and the broader cryptocurrency market dynamics. It's advisable to stay updated on Pi's development and follow any updates from the official Pi Network website or announcements from the team.
Currently pi network is not tradable on binance or any other exchange because we are still in the enclosed mainnet.
Right now the only way to sell pi coins is by trading with a verified merchant.
What is a pi merchant?
A pi merchant is someone verified by pi network team and allowed to barter pi coins for goods and services.
Since pi network is not doing any pre-sale The only way exchanges like binance/huobi or crypto whales can get pi is by buying from miners. And a merchant stands in between the exchanges and the miners.
I will leave the telegram contact of my personal pi merchant. I and my friends has traded more than 6000pi coins successfully
Tele-gram
@Pi_vendor_247
how can i use my minded pi coins I need some funds.DOT TECH
If you are interested in selling your pi coins, i have a verified pi merchant, who buys pi coins and resell them to exchanges looking forward to hold till mainnet launch.
Because the core team has announced that pi network will not be doing any pre-sale. The only way exchanges like huobi, bitmart and hotbit can get pi is by buying from miners.
Now a merchant stands in between these exchanges and the miners. As a link to make transactions smooth. Because right now in the enclosed mainnet you can't sell pi coins your self. You need the help of a merchant,
i will leave the telegram contact of my personal pi merchant below. 👇 I and my friends has traded more than 3000pi coins with him successfully.
@Pi_vendor_247
when will pi network coin be available on crypto exchange.DOT TECH
There is no set date for when Pi coins will enter the market.
However, the developers are working hard to get them released as soon as possible.
Once they are available, users will be able to exchange other cryptocurrencies for Pi coins on designated exchanges.
But for now the only way to sell your pi coins is through verified pi vendor.
Here is the telegram contact of my personal pi vendor
@Pi_vendor_247
Resume
• Real GDP growth slowed down due to problems with access to electricity caused by the destruction of manoeuvrable electricity generation by Russian drones and missiles.
• Exports and imports continued growing due to better logistics through the Ukrainian sea corridor and road. Polish farmers and drivers stopped blocking borders at the end of April.
• In April, both the Tax and Customs Services over-executed the revenue plan. Moreover, the NBU transferred twice the planned profit to the budget.
• The European side approved the Ukraine Plan, which the government adopted to determine indicators for the Ukraine Facility. That approval will allow Ukraine to receive a EUR 1.9 bn loan from the EU in May. At the same time, the EU provided Ukraine with a EUR 1.5 bn loan in April, as the government fulfilled five indicators under the Ukraine Plan.
• The USA has finally approved an aid package for Ukraine, which includes USD 7.8 bn of budget support; however, the conditions and timing of the assistance are still unknown.
• As in March, annual consumer inflation amounted to 3.2% yoy in April.
• At the April monetary policy meeting, the NBU again reduced the key policy rate from 14.5% to 13.5% per annum.
• Over the past four weeks, the hryvnia exchange rate has stabilized in the UAH 39-40 per USD range.
how to swap pi coins to foreign currency withdrawable.DOT TECH
As of my last update, Pi is still in the testing phase and is not tradable on any exchanges.
However, Pi Network has announced plans to launch its Testnet and Mainnet in the future, which may include listing Pi on exchanges.
The current method for selling pi coins involves exchanging them with a pi vendor who purchases pi coins for investment reasons.
If you want to sell your pi coins, reach out to a pi vendor and sell them to anyone looking to sell pi coins from any country around the globe.
Below is the contact information for my personal pi vendor.
Telegram: @Pi_vendor_247
Latino Buying Power - May 2024 Presentation for Latino CaucusDanay Escanaverino
Unlock the potential of Latino Buying Power with this in-depth SlideShare presentation. Explore how the Latino consumer market is transforming the American economy, driven by their significant buying power, entrepreneurial contributions, and growing influence across various sectors.
**Key Sections Covered:**
1. **Economic Impact:** Understand the profound economic impact of Latino consumers on the U.S. economy. Discover how their increasing purchasing power is fueling growth in key industries and contributing to national economic prosperity.
2. **Buying Power:** Dive into detailed analyses of Latino buying power, including its growth trends, key drivers, and projections for the future. Learn how this influential group’s spending habits are shaping market dynamics and creating opportunities for businesses.
3. **Entrepreneurial Contributions:** Explore the entrepreneurial spirit within the Latino community. Examine how Latino-owned businesses are thriving and contributing to job creation, innovation, and economic diversification.
4. **Workforce Statistics:** Gain insights into the role of Latino workers in the American labor market. Review statistics on employment rates, occupational distribution, and the economic contributions of Latino professionals across various industries.
5. **Media Consumption:** Understand the media consumption habits of Latino audiences. Discover their preferences for digital platforms, television, radio, and social media. Learn how these consumption patterns are influencing advertising strategies and media content.
6. **Education:** Examine the educational achievements and challenges within the Latino community. Review statistics on enrollment, graduation rates, and fields of study. Understand the implications of education on economic mobility and workforce readiness.
7. **Home Ownership:** Explore trends in Latino home ownership. Understand the factors driving home buying decisions, the challenges faced by Latino homeowners, and the impact of home ownership on community stability and economic growth.
This SlideShare provides valuable insights for marketers, business owners, policymakers, and anyone interested in the economic influence of the Latino community. By understanding the various facets of Latino buying power, you can effectively engage with this dynamic and growing market segment.
Equip yourself with the knowledge to leverage Latino buying power, tap into their entrepreneurial spirit, and connect with their unique cultural and consumer preferences. Drive your business success by embracing the economic potential of Latino consumers.
**Keywords:** Latino buying power, economic impact, entrepreneurial contributions, workforce statistics, media consumption, education, home ownership, Latino market, Hispanic buying power, Latino purchasing power.
2. The Cobb-Douglas production function,
named after Paul H. Douglas and C.W.
Cobb, is a famous statistical production
function.
The Cobb-Douglas production function is based on
the empirical study of the American manufacturing
industry made by Paul H. Douglas and C.W. Cobb.
INTRODUCTION
3. It is a linear homogeneous
production function of degree one
which takes into account two inputs,
labour and capital, for the entire
output of the manufacturing
industry.
This study led to the
conclusion that labour
contributes about
3/4th and capital about
1/4th of the increase in
manufacturing
production.
4. PROPERTIES OF COBB DOUGLAS PRODUCTION FUNCTION
The sum of the exponents of
factors in Cobb-Douglas
Production Function that is a+b
measures the Returns to Scale.
If a+b = 1; the Production Function
has Constant Returns to Scale
If a+b > 1; the Production Function
has Increasing Returns to Scale
If a+b < 1; the Production Function
has Decreasing Returns to Scale
1
5. In a linear homogenous Cobb-
Douglas Production Function,
Q = A La K1-a , the Average
and the Marginal Products of
a factor depend on the ratio
of factors used in production.
PROPERTIES OF COBB DOUGLAS PRODUCTION FUNCTION2
6. PROPERTIES OF COBB DOUGLAS PRODUCTION FUNCTION
Average Product of Labour can
be obtained from dividing the
production function by the
amount of Labour, L
= A La K1-a / L
= A K1-a / L1-a
= A ( K / L)1-a
Average Product of Labour
Average Product of Capital
= A La K1-a / K
= A La / K1-1+a
= A La / Ka
= A ( L / K)a
2
The Average Products of
Labour and Capital
depend on the ratio of
the factors and not on
their absolute quantities.
7. The Marginal Product of
Labour is the first derivative
of the production function
with respect to labour
Q = A La K1-a
MPL = dQ/dL = A a La-1 K1-a
= A a La K1-a / L
= A a K1-a / L1-a
= A a (K/ L)1-a
8. The Marginal Product of Capital
is the first derivative of the
production function with respect
to capital
Q = A La K1-a
MPK = dQ/dK = A La (1-a) K1-a-1
= A La (1-a) K-a
= (1-a) A La / Ka
= (1-a) A (L/ K)a
9. The exponents of Labour &
Capital in Cobb-Douglas
production function measures
output elasticities of Labour &
Capital respectively
PROPERTIES OF COBB DOUGLAS PRODUCTION FUNCTION
3
10. The Cobb-Douglas production function
can be extended to include more than
two factors. For example: Agricultural
Production.
Q = A La Kb1 Db2 Gb3 Fb4
Where D – land,
G – Irrigation,
F – Fertilizers
b2, b3, b4, are exponents of
land, irrigation and fertilizers
respectively
5
11. When the sum of the exponents (a+b) in the
two factor CDPF is equal to 1, it would show
Constant Returns to Scale.
Q = A La K1-a
If the inputs L & K are increased by a constant
‘g’ , then the quantity of output will be
increased to
A (gL)a (gK)1-a = ga g1-a A La K1-a
= g A La K1-a
= g Q [ga g1-a = g]
thus, when inputs are increased by a constant
‘g’, the output also increases by ‘g’ times.
6