This document discusses key math tools for analyzing variables, including absolute change and percent change. Absolute change is calculated as the difference between values of a variable at different points in time. Percent change captures the relative difference by expressing the change as a percentage of the initial value. This provides important context when comparing changes that have different starting points. The document provides examples comparing the absolute and percent changes in income for two individuals, showing that percent change properly captures that one change was much more significant despite the same absolute increase.
These slides review basic math tools used in our economics course: the concept of multi-variate relations and their mathematical representation as functions, bivariate functions, linear functions, etc.
These slides review basic math tools used in our economics course: the concept of multi-variate relations and their mathematical representation as functions, bivariate functions, linear functions, etc.
Micro review 1 for International Economics' students: the simple market model.
If you download this on a computer at the college (or open it on a computer that has PowerPoint), you'll be able to read detailed notes for each slide.
Discussion of elasticity (price-elasticity of demand and supply, income elasticity of demand, and cross-price elasticity of demand) for my Principles of Microeconomics students.
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.
Discover the innovative and creative projects that highlight my journey throu...dylandmeas
Discover the innovative and creative projects that highlight my journey through Full Sail University. Below, you’ll find a collection of my work showcasing my skills and expertise in digital marketing, event planning, and media production.
Micro review 1 for International Economics' students: the simple market model.
If you download this on a computer at the college (or open it on a computer that has PowerPoint), you'll be able to read detailed notes for each slide.
Discussion of elasticity (price-elasticity of demand and supply, income elasticity of demand, and cross-price elasticity of demand) for my Principles of Microeconomics students.
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.
Discover the innovative and creative projects that highlight my journey throu...dylandmeas
Discover the innovative and creative projects that highlight my journey through Full Sail University. Below, you’ll find a collection of my work showcasing my skills and expertise in digital marketing, event planning, and media production.
Company Valuation webinar series - Tuesday, 4 June 2024FelixPerez547899
This session provided an update as to the latest valuation data in the UK and then delved into a discussion on the upcoming election and the impacts on valuation. We finished, as always with a Q&A
Anny Serafina Love - Letter of Recommendation by Kellen Harkins, MS.AnnySerafinaLove
This letter, written by Kellen Harkins, Course Director at Full Sail University, commends Anny Love's exemplary performance in the Video Sharing Platforms class. It highlights her dedication, willingness to challenge herself, and exceptional skills in production, editing, and marketing across various video platforms like YouTube, TikTok, and Instagram.
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.🤯
We will dig deeper into:
1. How to capture video testimonials that convert from your audience 🎥
2. How to leverage your testimonials to boost your sales 💲
3. How you can capture more CRM data to understand your audience better through video testimonials. 📊
Implicitly or explicitly all competing businesses employ a strategy to select a mix
of marketing resources. Formulating such competitive strategies fundamentally
involves recognizing relationships between elements of the marketing mix (e.g.,
price and product quality), as well as assessing competitive and market conditions
(i.e., industry structure in the language of economics).
An introduction to the cryptocurrency investment platform Binance Savings.Any kyc Account
Learn how to use Binance Savings to expand your bitcoin holdings. Discover how to maximize your earnings on one of the most reliable cryptocurrency exchange platforms, as well as how to earn interest on your cryptocurrency holdings and the various savings choices available.
Recruiting in the Digital Age: A Social Media MasterclassLuanWise
In this masterclass, presented at the Global HR Summit on 5th June 2024, Luan Wise explored the essential features of social media platforms that support talent acquisition, including LinkedIn, Facebook, Instagram, X (formerly Twitter) and TikTok.
3.0 Project 2_ Developing My Brand Identity Kit.pptxtanyjahb
A personal brand exploration presentation summarizes an individual's unique qualities and goals, covering strengths, values, passions, and target audience. It helps individuals understand what makes them stand out, their desired image, and how they aim to achieve it.
Understanding User Needs and Satisfying ThemAggregage
https://www.productmanagementtoday.com/frs/26903918/understanding-user-needs-and-satisfying-them
We know we want to create products which our customers find to be valuable. Whether we label it as customer-centric or product-led depends on how long we've been doing product management. There are three challenges we face when doing this. The obvious challenge is figuring out what our users need; the non-obvious challenges are in creating a shared understanding of those needs and in sensing if what we're doing is meeting those needs.
In this webinar, we won't focus on the research methods for discovering user-needs. We will focus on synthesis of the needs we discover, communication and alignment tools, and how we operationalize addressing those needs.
Industry expert Scott Sehlhorst will:
• Introduce a taxonomy for user goals with real world examples
• Present the Onion Diagram, a tool for contextualizing task-level goals
• Illustrate how customer journey maps capture activity-level and task-level goals
• Demonstrate the best approach to selection and prioritization of user-goals to address
• Highlight the crucial benchmarks, observable changes, in ensuring fulfillment of customer needs
Personal Brand Statement:
As an Army veteran dedicated to lifelong learning, I bring a disciplined, strategic mindset to my pursuits. I am constantly expanding my knowledge to innovate and lead effectively. My journey is driven by a commitment to excellence, and to make a meaningful impact in the world.
3. Variables
In general, a variable is an aspect of the world that can vary or
have more than one value.
Examples: A name, the size of a shirt, the color of flowers, the age
of a person, the unemployment rate, the price of milk in a market,
the income of a household, the annual gross domestic product of
an economy. In our course, we will consider only variables that can
be measured and assigned numerical values or that – at the very
least – have values that can be ordered numerically.
4. Absolute change
If we have the value of a variable at different points in time, we
can determine the absolute change or, simply, the change in the
value of this variable.
5. Absolute change
Example: On 12/15/07, the height of a boy is 100 centimeters.
On 12/15/08, it is 118 centimeters. Calculate the change in this
boy’s height.
Let t = 12/15/08 and xt = 118. Then, t − 1 = 12/15/07 and
xt−1 = 100. We read it as, “The level of x at t − 1 is 100.”
Algebraically, the change in a variable x is given by:
∆xt = xt − xt−1
We can now substitute the values given in our example and do the
calculations mechanically:
∆xt = 118 − 100 = 18
The annual change in the boy’s height is 18 centimeters. Or: the
boy’s height increased in 18 centimeters from 12/15/07 to same
date in 2008.
6. Relative or percent change
To introduce the concept of relative or percentage change
(percent change for short), consider this example: On 1/1/07,
John was a senior college student working part time at McBurgers,
where his income during 2007 totaled $10,000. On 1/1/08, John
worked for an economic consulting firm as a junior analyst and his
annual income during 2007 amounted to $50,000.
Let xt be John’s annual income in 2007. The following calculates
the change in John’s annual income from the beginning of 2007 to
the beginning of 2008 (in thousands, dollar signs omitted):
xt = 50 − 10 = 40
7. Relative or percent change
Mary, who, on 1/1/07, was a firm’s lawyer on Wall Street, where
her 2006 income was $400,000. On 1/1/08, Mary still worked at
same firm and her 2007 annual income was $440,000. Let yt be
Mary’s 2007 income. Then, Mary’s annual income from the
beginning of 2007 to the beginning of 2008 (again, in thousands
and omitting the dollar signs):
yt = 440 − 400 = 40
8. Relative or percent change
The 2007 change in annual income for both John and Mary was
the same, $40,000. However, it would not feel right to say that
both John and Mary had a similar experience. John started from a
much lower income in 2006 and his $40,000 increase in income
represents a dramatic turnaround in his life. Mary was already
making a hefty income in 2006 and an additional income of
$40,000 does not alter her lifestyle significantly. If we only look at
the change in income without putting things in the context of their
initial or 2006 incomes, it would seem as if the same thing
happened to both of them. How do we capture the significantly
different experience that John and Mary had between 2006 and
2007?
9. Relative or percent change
We express their changes in annual income as percentages of their
initial (2006) income. The result is the relative or percent
change in their annual incomes. When, as in this case, the
percentage change is over time (rather than cross-sectional), it is
also called the growth rate. (A cross-sectional percent change
is, e.g., the difference in John’s and Mary’s income levels for a
given (the same) year expressed as a percentage of any one of
them.) A hat on top of a variable symbol (ˆ) will denote the
x
percentage change in the variable from one point in time to
another. Thus, for John:
xt xt − xt−1
xt =
ˆ −1=
xt−1 xt−1
40
xt =
ˆ = 4 = 400%
10
This reads as, “John’s annual income grew by 400 per cent” or
“John’s annual income quadrupled between 2006 and 2007.”
10. Relative or percent change
For Mary:
yt yt − yt−1
yt =
ˆ −1=
yt−1 yt−1
40
xt =
ˆ = .1 = 10%
400
This result reads as, “Mary’s annual income grew by 10%” or
“Mary’s annual income increased by one tenth over the year.”
11. Relative or percent change
Note that we could have put in perspective the change in John or
Mary’s annual income by dividing it over by the final (2007) annual
income level or by some average between the annual income levels
in 2006 and 2007, rather than by dividing it by the initial or 2006
annual income level. As long as we are consistent in the
denominator we use, the interpretation of the results should be
straightforward. Although there are some exceptions (e.g. the
calculation of mid point elasticities), most often, when economists
refer to percentage changes or growth rates, they refer to changes
in the variable of interest divided by the level of the variable at the
initial point.