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Quantitative Methods
A collection of numerical method/approaches
used for analyzing and solving problems.
Quantitative.
Any Reasoning that uses Numbers
Numbers
it gives essential information. They have
the benefit of giving a clear, precise and objective
measure.
IT Roles
Information technology (IT) plays a
vital role in data governance by
implementing and maintaining
strategies to manage, protect, and
responsibly utilize data.
Solving a Problem
‘Quantitative methods’ is a broad subject
that includes many different approaches –
but they all start with a model of a problem.
model
A Representation of an object, a
system, or an idea in some form other
than that of the entity itself.
Modeling
◦is the process of producing a model; a model is a
representation of the construction and working
of some system of interest.
Conceptual/Physical Models
a physical object that mimics some properties of a real
system, to help us answer questions about that system.
Mathematical Model
It considers mathematical notions as an abstraction of the
reality it is meant to portray.
abstract model
Mathematical Model Also known as
replica models
Conceptual/Physical Models also known as
Simulation Models
oModels that are based from physical and mathematical
models that are using high-level or sophisticated tools
for simulation.
Heterogeneous Models
This type of model is also known as combined
models of all class of models, i.e. Physical,
Mathematical and Simulation.
Spreadsheets
are easy to use and have a standard format
for doing many calculations – but they have limitations.
Percentage
Another way of describing fractions. These are fractions where the bottom
line is 100, and the ‘/100’ has been replaced by the abbreviation ‘%’.
Integers
Whole Numbers, i.e, 20, 9, or 150. For long numbers, it is
separated by comma (1,234,567).
Fractions
Number that is derived from dividing integers into smaller
parts.
Banker’s Rounding
“Round to Even”, also called “____” method is an approach that aims to
mitigate the bias introduced by always
rounding up, providing a fairer and more
accurate representation of the data.
Algebra
Shorthand of Mathematics that uses symbols to represent variables and to
describe the relationships between them.
Equations
Involves operations of Variables and constants that abbreviates
mathematical sentences.
Inequalities
describes relationships of variables.
Matrix
rectangular array or table of numbers, symbols, or
expressions, arranged in rows and columns
Determinants
a scalar value that is a function of
the entries of a square matrix.
Cofactor expansions
most useful when computing the determinant
of a matrix that has a row or column with several zero entries
Gaussian Elimination
The purpose of this article is to describe how the solutions to a linear
system are actually found. The fundamental idea is to add multiples of
one equation to the others in order to eliminate a variable and to
continue this process until only one variable is left.
Exponentials
Taking a number to a
power of a number.
The number e
decimal expansion is both infinite and that it never repeats itself.
Scientific Notation
way of writing very large or very small
numbers.
Compound interest
interest on a loan
or deposit calculated based on both the initial principal and the
accumulated interest from previous periods.
CALCULUS
the
mathematical study of continuous change, in
the same way that geometry is the study of
shape and algebra is the study of
generalizations of arithmetic operations.
Numerical Differentiation
You should generally calculate
the derivatives analytically.
Differential Calculus for
Business
Some applications of derivatives in the business world. For the
most part these are really applications that we’ve already looked
at, but they are now going to be approached with an eye towards
the business world.
Marginal Cost
The cost to produce an additional item is called the marginal
cost and as we’ve seen in the above example the marginal cost is
approximated by the rate of change of the cost function, C(x).