To sleep, perchance to dream. Like...what if we could sell our ear-hair-removers for $17 instead of $15? If we raised the price 2 bucks, would anyone care? Would anyone notice? Would we see any diminution in sales?
What if we got the metal that makes them from China, saving 3 bucks a unit? What would that do to our profit margins?
Our import and shipping costs? Our quality de-hairing procedure? What if...?
Yeah, what-ifs, ands, or butts. They're the domain of spreadsheets on hard drives everywhere.
Related or Semi-related Video
Finance: What is Stochastic Analysis?0 Views
Finance Allah Shmoop What is Stochastic analysis Stochastic analysis is
a method of determining the rate at which the value
of a random variable like the price of a stock
is changing But obviously we contract the price of a
stock like every trading platform ever devised Contract the closing
prices of the stock and plot um for us But
there's more to it than just tracking the stock price
and reaching some arbitrary price point And then you know
selling or buying based on what some crystal ball tells
you to do What about the speed at which the
price is changing Dirt inks Stock has been rising pretty
steadily over the last six trading days since they announced
a breakthrough in their dirt production process which has led
to tons of investors Jumping on board Is buyers driving
up the price right That's what drives up prices more
demand than supply You want to hit your wagon to
the gravy train But what if the price gains are
slowing In other words the price is still increasing but
increasing by less and less each day indicating that the
stock is possibly reaching a maximum value before Oh no
then maybe a correcting downward If we could also measure
the rate at which the prices air changing Well we
might be able to predict when or if the price
is going to reach a maximum value Like example Let's
say you're the getaway guy for a bank robbery but
the pressure gets to be too much for you and
you take off the stranding your former friends Now what
if we not only track the speed of your car
but also the rate at which the speed is changing
Your car still might be speeding up from fifty miles
an hour to sixty sixty five sixty seven but it's
speeding up at a slower and slower rate But the
decreasing rate at which the speed is changing indicates that
you the driver might be reaching a top speed Soon
We stress the might because it's not a guarantee here
Nor is it a guarantee in forecasting future movements So
getting back to sea stocks It's absolutely true that changes
in the rate of change of stock price can often
precede the stock price reaching a high point or a
low point or even topping out and then dropping or
bottoming out and then rising again right It's kind of
random Well stochastic analysis is a great way to forecast
possible price changes We're getting a look under the hood
of the stock Not just that the actual performance of
the stock but at the rate at which that performance
is changing kind of helps investors attach odds of a
stock going up and hitting some point or going down
hitting some other bad point And they can actually then
make bets that kind of reflect the odds or what
they think will happen effectively We're not only going to
look at the way the stock looks in the mirror
but also look at it inner workings like an X
ray we see in the mirror It's well just chart
of closing price is plotted over time What we see
in the stochastic analysis X ray machine is a measure
of the rate at which those prices are changing So
let's start by acknowledging the elephant in the room How
does measuring the mo mentum of the stock help us
We'll take a look at the closing prices of a
big fat growth mojo company Facebook For a time the
closing prices of Facebook were closing higher and higher values
each day from left to right across this timeline we
see that the prices in general continually closing at higher
and higher values But if we examine the growth we
see it doesn't always happen at the same rate For
the first half of this plot well we can see
the price increases from one seventy knew about one seventy
eight a difference of eight bucks Check out the middle
of the graph about three quarters the way across there
the price started one seventy eight The middle went upto
one eighty three a difference of five bucks While the
price is still increasing but not as fast it went
up fewer dollars in less time than the first time
right from three quarters of the way to the end
It's still increasing but now at an even slower rate
that about three quarters the way along the plot we
were at price of one eighty three And crossing that
final quarter on Lee showed growth of another in to
wish bucks right Well the rate at which the prices
are climbing is slowing clearly In other words the moment
um of the stock price is decreasing from what it
was at the far left Over here we can mash
the accelerator the floor and our speed goes up very
quickly Or we can use a light touch on the
gas pedal and increase our speed slowly The first case
our speed has large momentum In the second case our
speed has little mo mentum There are four obvious patterns
related to a stocks mojo which are calculated using stochastic
analysis that we should be aware of There are other
more subtle patterns here is well but well we're just
going to skip him for now But stocks price could
be climbing from day to day but the momento of
the stock could be decreasing In other words the rate
of growth is slowing This could but doesn't have to
indicate that the price is going to reach a peak
and then begin to drop The stock's price could be
decreasing and the mo mentum of the stock also decreasing
In other words the rate of the decline is slowing
down This might be a clue that the price will
bottom out soon rebound and start to increase again again
with the word might here being the key words No
guarantee ever particularly in stock picking We could have a
stock with a continually increasing price profile This stock could
also have an increasing MO mentum profile In other words
the price is going up Mohr each time Interval This
might be the ultimate siren Call that a stock is
headed to unheard of heights and we want to own
it But lastly we might have a stock whose price
is dropping daily The mo mentum might also be increasing
In other words the price is dropping at a rate
more and more and more each time interval which might
mean we're headed for a berth on the Titanic Go
get your violent So how do we actually calculate the
mo mentum or speed at which the price is changing
Well almost every investing platform whether professional or for the
home investor like you and me does it for you
already But it can also be done by hand The
first process involves calculating the stochastic oscillator That's the percent
K thingy there which is a direct measure of stocks
Mo mentum the lowest low closing price and highest high
closing price are just what they sound like the lowest
lowest lowest closing price stock took on over our time
period typically a fourteen days We look at things here
the highest highs the highest closing price the same time
period Once we have a percent K for a bunch
of successive time periods we also need a simple well
three day moving average of percent Cave denoted by percent
D This moving average will take the first three values
of percent k and find their simple average And we'll
drop the first of the three percent K values and
add the first unused value of percent k next in
line and find a new average and so on Until
we've used all the percent K values what the two
sets of values percent Kane percent D are plotted on
the same graph checkout line graph of the bottom of
this chart and then we start interpreting Seriously though no
one does it by hand but we will well because
of the nature of how it's calculated The value of
K will always be between zero and one hundred So
certain way points between zero hundred become indicators of whether
a stock might either be over bottom or over Seoul
a stock that's over bots one that analysts believe that
for a variety of reasons is trading above its actual
value They believe it may be due for a downward
price correction at some point in the future Example a
company experiences a bump in stock price after a press
release saying they have a new hotshot CEO coming on
board to right the ship While the stock price may
rises people jump on board but may also auto correct
downward Once the company gets back to business as usual
a stock that is oversold is considered to be priced
below its actual value The price is probably likely then
to rebound upward in the opposite direction right But let's
say a report untruthfully link the company to human rights
violations in one of their overseas factories The stock price
might drop is an immediate overreaction Until the real story
comes out exonerating the company well At this point the
price would probably rebound right well Stocks that have a
percent K above eighty are considered overbought while stocks of
the percent K below twenty or considered oversold The actual
value percent K however isn't the only way we can
use to casting analysis help us track of stocks momentum
and also compare the values of percent k the stochastic
oscillator there in the present di the simple three day
moving average of percent K to gain other insights into
a stocks mojo When the two lines present Cade present
here plotted together they'll often be very close to each
other But time to percent K line will either dropped
down through the present the line or cross upwards through
the present deal A line When we have sent Kay
dropped down through the venti This is signaled that the
price may be on its way up When the percent
K line rises up through the present the line well
possibly signals a drop in price Or rather the odds
get higher based on these patterns Now because some of
us don't have the memories of elephants let's recap a
bit stochastic analysis and specifically the stochastic oscillator measure the
speed at which a value like the stock price is
changing Often called mo mentum the stochastic oscillator percent K
and a three day moving average plenty or typically calculated
for us and plotted over a period of days weeks
or even months when percent K gets above eighty the
stocks considered over bought and once below twenty it's considered
oversold Also the behavior of the percent came percent D
lines taking together can produce signals to either buy or
sell Remember it's not just about the trend in the
stock price itself It also matters what's going on inside
the stock in terms of the momentum of the price
And in a showdown of these trading patterns versus fundamental
activities in the company like how well or poorly business
is doing the latter always wins The latter always directs
the stock price over just these simple patterns that statistician's
like the point to to make up little games in
their heads So that's stochastic analysis so complicated A cave 00:09:14.162 --> [endTime] man can't do it you know Sorry there Aug
Up Next
What is Regression Analysis? Regression is a form of statistical analysis that goes back to trading history and isolating a particular variable to...
What is Variance Analysis? Variance analysis is the difference between what a company plans and what actually happens, in a monetary sense. So, if...
What is Differential Analysis? Differential analysis is a strategy used to make the best decision. Possible choices are compared to determine which...