Given this questions:

$1.\_\_\_\_\_\_\_\_\_$ is an umbrella term that includes architectures, tools, databases, applications, and methodologies that are included in a system used to assist organizations in making the optimal decision. $2.$ A $\_\_\_\_\_\_\_\_\_$ is a central repository of historical data, organized in such a way that access is easy $($using a Web browser$)$ and manipulation for decision support is convenient. $3.\_\_\_\_\_\_\_\_\_$ is a class of information analysis based on databases that looks for hidden patterns in a collection of data which can be used to predict future behavior. $4.\_\_\_\_\_\_\_\_\_$ is the science of analysis applied with information technology. $5.\_\_\_\_\_\_\_\_$ is the set of processes used to get data from the data source into the data warehouse. $6.\_\_\_\_\_\_\_\_\_\_$ is the delivery of the data via charts, graphs, and images so that the reader may find important information without getting lost in the details that traditional reports focus upon. $7.\_\_\_\_\_\_\_\_\_\_$ is a data mining technique used to determine the groups of data that may exist in a set of data based on the characteristics of the data. $8.\_\_\_\_\_\_\_\_\_\_$is a data mining technique that places data instances into particular groups by characteristics usually after the groups or clusters have been identified. $9.\_\_\_\_\_\_\_\_\_\_$is a data mining technique that is used to forecast, classify, and understand data within classes. It is also a heavily used statistical tool that attempts to minimize the sum of the squared errors in its determination of a line through the data class. $10.\_\_\_\_\_\_\_\_\_\_$ is a data mining technique which helps to define a set of rules to be used in making decisions based on training and testing data sets. $11.$ When the data mining technique in the previous question is used with a finite set of variables it generates a $\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_.12.$ When the data mining technique in question $10$ is used with a continuous set of variables it generates a $\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_.13.\_\_\_\_\_\_\_\_\_\_$ is a data mining technique used to determine patterns in a data set such as when product A is purchased it is likely that product B will also be purchased. $14.$ In the previous data mining method, $\_\_\_\_\_\_\_\_\_\_$ measure of the performance of an association rule at predicting or classifying cases as having an enhanced response, measured against a random targeting model. $15.$ In order to perform prescriptive analytics, one needs to first perform $\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_$ and $\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_$ analysis. $16.\_\_\_\_\_\_\_\_\_\_\_\_\_$ is a multidimensional data structure that allows users to quickly retrieve the sought after results in a $$BI$$ environment. $17.\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_$ is a mathematical model which optimizes the solution of resource allocation problems under which all the relationships are linear. $18.$ In order to perform text mining, analysts must first apply $\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_$ to unstructured data. $19.\_\_\_\_\_\_\_\_\_\_$ data are expressed in numbers $($continuous or discrete$)$ and represent a value. $\_\_\_\_\_\_\_\_\_\_$ data are categorical, and while they may be expressed in numbers as well, these numbers would only be ordinal or nominal. $20.$ Prescriptive analytics are primarily about these two techniques: $\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_$ and $\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_.21.$ What four characteristics separate Big Data from other BI data: $\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_,\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_,\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_$ and $\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_.22.\_\_\_\_\_\_\_\_\_\_$ is a Big Data distributed file system built on many inexpensive servers that provide redundancy and quick response to queries based on massive volumes of data. $23.\_\_\_\_\_\_\_\_\_\_$ is a programming model that allows a programmer to write a program which gets processed on the many inexpensive distributed servers and the results are returned and accumulated for the user. $24.\_\_\_\_\_\_\_\_\_\_$ is a new database model for storing and processing discrete multi$-$structured Big Data for end users or automated Big Data applications. $25.\_\_\_\_\_\_\_\_\_\_$ is a new Big Data position in which the employee needs to be skilled at statistics, technology, business and communications.