About this Study Set
This study set covers Data Science History through
18 practice questions.
A collection of hard-difficulty, fact-based historical questions concerning the development of statistics, computation, and data analysis. Every question includes the correct answer so you can learn as you go — pick any format above to get started.
Questions & Answers
Browse all 18 questions from the
Historical Foundations of Data Science study set below.
Each question shows the correct answer — select a study format above to practice interactively.
1
In 1962, which statistician published 'The Future of Data Analysis,' arguably the first paper to propose data analysis as a distinct field separate from classical statistics?
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A
John Tukey
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B
Ronald Fisher
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C
C.R. Rao
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D
Jerzy Neyman
2
Who coined the term 'Data Science' in his 1974 book 'Concise Survey of Computer Methods' while advocating for a change in statistics terminology?
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A
Peter Naur
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B
William S. Cleveland
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C
C.F. Jeff Wu
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D
Andrew Ng
3
The term 'KDD' (Knowledge Discovery in Databases) was formally introduced in a workshop in 1989. Where was this inaugural international workshop held?
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A
IJCAI in Detroit
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B
AAAI in Seattle
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C
SIGMOD in Portland
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D
ICML in Pittsburgh
4
Which famous 19th-century statistician was the first to use the term 'correlation' in his 1888 paper, 'Co-relations and their Measurement, chiefly from Anthropometric Data'?
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A
Francis Galton
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B
Karl Pearson
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C
Charles Spearman
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D
Thomas Bayes
5
In 1996, at the first Knowledge Discovery and Data Mining conference (KDD-96), which researcher presented the seminal paper on the 'Random Forest' ensemble method?
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A
Leo Breiman
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B
Yann LeCun
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C
Geoffrey Hinton
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D
Judea Pearl
6
What was the primary focus of the 1956 Dartmouth Summer Research Project on Artificial Intelligence, which laid the groundwork for future data-driven machine learning?
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A
Symbolic logic and heuristic search
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B
Neural networks and backpropagation
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C
Bayesian statistics and inference
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D
Database normalization theory
7
Which algorithm, central to modern data science for identifying clusters, was proposed by Lloyd in 1957 but not published in a journal until 1982?
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A
K-Means
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B
DBSCAN
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C
Mean Shift
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D
Expectation-Maximization
8
The 'Perceptron' was invented in 1958 by Frank Rosenblatt. On what specific machine was the first hardware implementation of this algorithm executed?
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A
IBM 704
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B
Mark I Perceptron
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C
UNIVAC I
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D
ENIAC
9
In 1972, the Nelder and Wedderburn paper introduced which statistical framework that generalized linear regression, ANOVA, and logistic regression?
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A
Generalized Linear Models
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B
Support Vector Machines
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C
Hidden Markov Models
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D
Factor Analysis
10
Which mathematician and computer scientist authored 'The Art of Computer Programming' in 1968, establishing the formal analysis of algorithms crucial for data science?
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A
Donald Knuth
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B
Edsger W. Dijkstra
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C
John von Neumann
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D
Claude Shannon
11
Before modern Big Data tools, which 1944 development by Claude Shannon provided the mathematical foundation for quantifying information and data transmission?
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A
Information Theory
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B
Set Theory
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C
Game Theory
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D
Queueing Theory
12
The term 'Logistic Regression' was first introduced in 1958 by D.R. Cox. What was the original context of his research?
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A
Bioassay and dose-response
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B
Stock market volatility
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C
Astrophysical measurements
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D
Linguistic frequency analysis
13
In 1995, what major breakthrough in statistical learning theory was introduced by Corinna Cortes and Vladimir Vapnik?
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A
Support Vector Networks
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B
Recurrent Neural Networks
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C
Gradient Boosting Machines
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D
Deep Belief Networks
14
Which landmark 1936 paper by R.A. Fisher introduced Linear Discriminant Analysis for classifying biological data?
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A
The use of multiple measurements in taxonomic problems
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B
Statistical Methods for Research Workers
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C
The Design of Experiments
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D
The Genetical Theory of Natural Selection
15
The term 'Big Data' was used in a 1997 paper by Michael Lesk. In what specific context did he use it to describe the difficulty of managing information?
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A
Scaling storage systems
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B
Predicting weather patterns
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C
Genomic sequencing
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D
High-frequency trading
16
In the history of time-series analysis, who introduced the 'Autoregressive Integrated Moving Average' (ARIMA) models in their 1970 text?
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A
Box and Jenkins
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B
Engle and Granger
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C
Hamilton and Sims
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D
Markov and Wiener
17
The first implementation of a programming language specifically for statistics, 'S', was developed at which research facility in 1976?
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A
Bell Labs
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B
Xerox PARC
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C
MIT AI Lab
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D
Stanford Research Institute
18
Which statistician formulated the 'Method of Least Squares' in 1805, which remains the cornerstone of linear regression in data science?
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A
Adrien-Marie Legendre
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B
Carl Friedrich Gauss
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C
Pierre-Simon Laplace
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D
Thomas Bayes
