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Statistics Resources
Statistics in APA format
Intro to Writing Up Research and APA Format
http://www.statisticshell.com/html/limbo.htmlReporting statistics in in APA Format (mean, standard deviation, percentages, Chi-Squares, T-test, ANOVA, Correlations, Regression, Tables)
http://my.ilstu.edu/~jhkahn/apastats.html
http://www.psych.uw.edu/writingcenter/writingguides/pdf/stats.pdf
http://facelab.org/debruine/Teaching/Meth_A/files/Reporting_Statistics.pdf
Intro to Excel and SPSS
http://csun.echo360.com:8080/ess/echo/presentation/0a9d7531-71b8-4380-8cbe-e9baa8663b25
Intro to PsychINFO and the CSUN library
http://csun.echo360.com:8080/ess/echo/presentation/fdee7346-9718-4d1a-9a16-0b2c5c030a47
Library research in Psychology
http://www.apa.org/education/undergrad/library-research.aspx
Intro
Figures and graphs in SPSS
http://csun.echo360.com:8080/ess/echo/presentation/c14b1b28-8c72-4e44-8abe-6f53c3a525ba
Reading statistics tables
http://www.statisticsmentor.com/category/statstables/
Types of Statistical Studies
http://www.khanacademy.org/math/probability/statistical-studies/types-of-studies/v/types-statistical-studies
Correlation and Causality
http://www.khanacademy.org/math/probability/statistical-studies/types-of-studies/v/correlation-and-causality
Writing the Empirical Social Science Research Paper: A Guide for the Perplexed
http://www.apa.org/education/undergrad/empirical-social-science.pdf
SPSS
Basics
Data input, organization and management
http://www.statisticsmentor.com/category/data-management/
Automatic Linear Model
http://www.youtube.com/watch?v=pltr74IlxOg&feature=youtu.be
Data entry, exporting output to word, importing from excel, importing text data, selecting data, syntax editor
http://www.statisticshell.com/html/limbo.html
Changing a scale/continuous variable to a categorical variable
http://www.youtube.com/watch?v=D0kc87Q-j94#t=98Crosstabs
Introduction to crosstabs analysis
http://www.youtube.com/watch?v=poatWWscpvI
Clustered bar chart
http://www.youtube.com/watch?v=WSgToB4u_GM#t=88
Measuring the strength of association in crosstabs analysis
http://www.youtube.com/watch?v=9FT0zZr3gYU
Creating an interactive dummy variable
http://www.youtube.com/watch?v=-0mCZCZ3Qto#t=132
Descriptive Statistics
http://www.statisticsmentor.com/category/descriptive-statistics-in-spss/Kinds of variables, quartiles, mean, median, mode, variance, standard deviation,
http://www.statisticsmentor.com/category/summarystatistics/
http://www.youtube.com/watch?v=oe3_DeLC2JE&feature=youtu.be
http://www.khanacademy.org/math/probability/descriptive-statistics/variance_std_deviation/Central Tendency
http://www.youtube.com/watch?v=oe3_DeLC2JE&feature=youtu.be
Mean, median, and mode (with example)
http://www.khanacademy.org/math/probability/descriptive-statistics/central_tendency/v/statistics-intro--mean--median-and-mode
Comparing Means of Distributions
http://www.khanacademy.org/math/probability/descriptive-statistics/central_tendency/v/comparing-distribution-means
Calculating a mean, median and mode using SPSS and Excel
http://www.csun.edu/~ainslab/psy320online/Lab2Project/Lab2Project.htm
http://www.youtube.com/watch?v=J3ax2c4s8Tg
Calculating measures of variability in SPSS and Excel: Quartiles, Standard Deviation, Variance, Range and Boxplots
http://www.csun.edu/~ainslab/psy320online/lab3/lab3.htm
Plots and graphs by SPSS
http://www.statisticsmentor.com/category/plotsgraphs/
http://www.statisticshell.com/html/limbo.html
Box-and-Whisker Plots (constructing and creating, with an example)
http://www.khanacademy.org/math/probability/descriptive-statistics/Box-and-whisker-plots/
Entering Data and creating ungrouped/grouped Frequency Distribution tables in SPSS
http://www.csun.edu/~ainslab/psy320online/Lab1%20Tutorial/Lab1%20Project.htm
Sampling Distributions (standard deviation, standard error and independent samples)
http://www.statisticsmentor.com/category/sampling/
http://www.statisticshell.com/html/limbo.html
Sampling Distribution of the mean (using SPSS)
http://www.csun.edu/~ainslab/psy320online/Lab6Tutorial/Lab6Tutorial.htm
Difference between descriptives and frequencies (SPSS)
http://www.youtube.com/watch?v=1NABNk1w4dQ
Transforming Data
http://www.youtube.com/watch?v=GKmvz6SbBoo&feature=youtu.be
Correlation and Regression
Regression
http://www.statisticsmentor.com/category/regression/
Estimating Line of Best Fit
http://www.khanacademy.org/math/probability/regression/regression-correlation/v/estimating-the-line-of-best-fit-exercise
Minimizing Squared Error to Regression Line
http://www.khanacademy.org/math/probability/regression/regression-correlation/
Calculating R-Squared (with Excel Tutorial)
http://www.khanacademy.org/math/probability/regression/regression-correlation/v/calculating-r-squared
Covariance and the Regression Line
http://www.khanacademy.org/math/probability/regression/regression-correlation/v/covariance-and-the-regression-line
Misuse of Durbin-Watson test in regression (SPSS)
http://www.youtube.com/watch?v=hxWEuHte__0
Ordinal regression
Part 1: http://www.youtube.com/watch?v=7AGYQTXiAPo
Part 2: http://www.youtube.com/watch?v=oUAEtvFMi-Y
Multinomial logistic regression
Part 1: http://www.youtube.com/watch?v=aeVR-WdRM7Y
Part 2: http://www.youtube.com/watch?v=4bbns_WDxLA
Pearson’s correlation explained
http://www.youtube.com/watch?v=RncGca7Dn8M
Correlation in SPSS
http://www.youtube.com/watch?v=dIFVo4kRoOo
Correlation and regression in SPSS
http://csun.echo360.com:8080/ess/echo/presentation/b942c571-1af3-4d28-a7ab-af72e91b42f9
Scatterplots and Correlations in SPSS
http://csun.echo360.com:8080/ess/echo/presentation/d5ecc001-4ce8-487f-853d-9ba8ac68796f
Difference between the error term, and residual in regression models
http://www.youtube.com/watch?v=snG7sa5CcJQ
Types of significance tests in regression
http://www.youtube.com/watch?v=Qar7FhanNc4
Outliers
http://www.youtube.com/watch?v=bL5pmTuIhZI
http://www.youtube.com/watch?v=s5X_Poq9dJA
Testing significance in regression
http://www.youtube.com/watch?v=Qar7FhanNc4#t=342
Raw, standardized or studentized residuals?
Part 1: http://www.youtube.com/watch?v=UyAa5iwJ7m0
Part 2: http://www.youtube.com/watch?v=7kHmKtjpbPw
Part 3: http://www.youtube.com/watch?v=mEdSj3wlN4Q
Hypothesis Testing
Intro to P-value, Steps in hypothesis testing, Z-test, One-way, between subjects ANOVA, Goodness of fit
http://www.statisticsmentor.com/category/tests/
P-value made simple
http://www.youtube.com/watch?v=K_P8duxrxsA
Estimates of Z-score (SPSS)
http://www.youtube.com/watch?v=mChMV5FzEvQ
Finding a critical value (one-tailed vs. two-tailed)
http://www.statisticshowto.com/find-a-critical-value/
How to read a critical value for Z-tests
http://www.youtube.com/watch?v=SlMj7LAZn4U
How to find the area under a Normal Distribution Curve
http://www.youtube.com/watch?v=SERkAlt1Wuk
Reading probabilities from Z-table
http://www.youtube.com/watch?v=tnVr1Qbk4YU
One tailed vs. Two tailed Tests
http://www.chem.utoronto.ca/coursenotes/analsci/StatsTutorial/12tailed.html
One-sample Z-test (SPSS)
http://csun.echo360.com:8080/ess/echo/presentation/bf238c21-b7da-460e-8615-23954efad3b1
Sample Z-Score Problems
http://www.khanacademy.org/math/probability/statistics-inferential/normal_distribution/e/z_scores_1
http://www.khanacademy.org/math/probability/statistics-inferential/normal_distribution/e/z_scores_2
http://www.khanacademy.org/math/probability/statistics-inferential/normal_distribution/e/z_scores_3
Probabilities
http://www.statisticsmentor.com/category/probability/
http://www.khanacademy.org/math/probability
Random Variables and Probability Distributions
http://www.khanacademy.org/math/probability/random-variables-topic/random_variables_prob_dist/v/random-variables
Expected Value
http://www.khanacademy.org/math/probability/random-variables-topic/expected-value/e/expected_value
Binomial Distribution
http://www.khanacademy.org/math/probability/random-variables-topic/binomial_distribution/v/binomial-distribution-1
Standard curve: standard scores, area and the normal distribution (SPSS, Excel and the Internet)
http://www.csun.edu/~ainslab/psy320online/Lab4Project/Lab4Project.htm
http://www.youtube.com/watch?v=GKmvz6SbBoo&feature=youtu.be
Confidence Intervals
http://www.statisticsmentor.com/category/confidenceintervals/
Inferential Statistics
Normal Distribution
Intro to Normal Distribution
http://www.khanacademy.org/math/probability/statistics-inferential/normal_distribution/v/introduction-to-the-normal-distribution
with excel excercise http://www.khanacademy.org/math/probability/statistics-inferential/normal_distribution/v/normal-distribution-excel-exercise
Sampling Distribution
Central Limit Theorem
http://www.khanacademy.org/math/probability/statistics-inferential/sampling_distribution/v/central-limit-theorem
Sampling Distribution of the Sample Means
http://www.khanacademy.org/math/probability/statistics-inferential/sampling_distribution/v/sampling-distribution-of-the-sample-mean
Standard Error of the Mean
http://www.khanacademy.org/math/probability/statistics-inferential/sampling_distribution/v/standard-error-of-the-mean
Example Problem
http://www.khanacademy.org/math/probability/statistics-inferential/sampling_distribution/v/sampling-distribution-example-problem
t-test
One sample and two independent samples t-test (SPSS)
http://csun.echo360.com:8080/ess/echo/presentation/48b7f77c-c582-4950-b8a9-0ea9d10e2cb7
http://www.youtube.com/watch?v=GKmvz6SbBoo&feature=youtu.be
http://www.youtube.com/watch?v=5lx20YMIkuY
Testing hypotheses about a single and related samples (SPSS and Excel)
http://www.csun.edu/~ainslab/psy320online/Lab7%20Tutorial/Lab7%20Tutorial.htm
Two dependent samples t-test (SPSS)
http://csun.echo360.com:8080/ess/echo/presentation/08f26c0c-9d3d-4dc2-9099-4259df4de599
http://www.youtube.com/watch?v=ZjwGnqFz3J0
Reading critical values from a t distribution
http://www.youtube.com/watch?v=Dy9UCaqBZd8
http://www.statisticshell.com/html/cocytus.html#
http://www.socialresearchmethods.net/kb/stat_t.php
https://statistics.laerd.com/spss-tutorials/independent-t-test-using-spss-statistics.php
Using SPSS
http://my.ilstu.edu/~jhkahn/apastats.html
Reporting t-tests in APA format
http://statistics-help-for-students.com/How_do_I_report_independent_samples_T_test_data_in_APA_style.htm#.U6HY43AY-y4
Reporting t-tests in APA format
Testing hypotheses about 2 independent samples (SPSS and Excel)
http://www.csun.edu/~ainslab/psy320online/Lab%208%20Tutorial/Lab%208%20Tutorial.htm
ANOVA
ANCOVA
http://www.youtube.com/watch?v=DRLi-jQXe78&feature=youtu.be
One-way, independent-samples ANOVA (SPSS)
http://csun.echo360.com:8080/ess/echo/presentation/6638a4b2-cdd5-4bb7-8163-1faaa3f9f792
http://www.youtube.com/watch?v=SULO2-gjZoY&feature=youtu.be
Contrasts and Post Hoc Tests for One-way, independent-samples ANOVA (SPSS)
http://www.statisticshell.com/html/woodofsuicides.html
http://www.youtube.com/watch?v=5xWrdheUsyY&feature=youtu.be
One-way, dependent samples ANOVA (SPSS)
http://csun.echo360.com:8080/ess/echo/presentation/c8f90b25-5ab8-43c1-96c5-8f54787cf85c
Two-way, independent-samples ANOVA (SPSS)
http://csun.echo360.com:8080/ess/echo/presentation/2f1fc440-98da-40e1-bade-3a84f6b46484
http://www.youtube.com/watch?v=b4LML3vvbQ4&feature=youtu.be
Three-way ANOVA
http://www.youtube.com/watch?v=u5JnILqlX9w&feature=youtu.be
Mixed ANOVA
http://www.youtube.com/watch?v=u5JnILqlX9w&feature=youtu.be
Repeated Measures ANOVA
http://www.youtube.com/watch?v=wkMwW_2_TzY&feature=youtu.be
One way within subjects ANOVA
http://www.youtube.com/watch?v=Hg4xCf8QT0M
One way between subjects ANOVA
http://www.youtube.com/watch?v=3wZkn-pSVzk
How to read F-table
http://www.youtube.com/watch?v=KFOCDfxdF8I
Post hoc tests for one way between subjects ANOVA
http://www.youtube.com/watch?v=7VrzZc4ChME
Chi-square (SPSS)
http://csun.echo360.com:8080/ess/echo/presentation/9a71d7b7-e873-444e-b7c0-50aa71536da1
Chi-Square Test (SPSS)
http://www.statisticshell.com/html/limbo.html
Logistic regression
http://www.youtube.com/watch?v=iMwdbzvf3wA
Bootstrapping
http://www.youtube.com/watch?v=LZtPDgoskfI&feature=youtu.be
Mediation and Moderation
http://www.youtube.com/watch?v=RqkGMqDU20Q&feature=youtu.be
Survival Analysis
Interpreting the coefficients of the Cox proportional hazard model
http://www.youtube.com/watch?v=nSay4TW65dw
Kaplan-Meier survival curve analysis
http://www.youtube.com/watch?v=h7h8Lyo2XiI
SEM
EQS
http://csun.echo360.com:8080/ess/echo/presentation/8eaf89b4-f67e-4ab6-aeae-af4b6382f361
R
http://www.statisticsmentor.com/category/r-data-management/
Geography resources
Introduction to GIS
http://www.youtube.com/watch?v=bLnJpkqjlwo
http://hcl.harvard.edu/libraries/maps/gis/tutorials.cfm
http://linfiniti.com/dla/videos/1_IntroToGIS.mov
Vector Data
http://linfiniti.com/dla/videos/2_vector_data.mov
Attribute Data
http://linfiniti.com/dla/videos/3_attribute_data_part1.mov
http://linfiniti.com/dla/videos/3_attribute_data_part2.mov
Digitising Vector Data
http://linfiniti.com/dla/videos/4_vector_capture.mov
Spatial Analysis Vector Data
http://linfiniti.com/dla/videos/9_buffering.mov
Raster Data
http://linfiniti.com/dla/videos/5_raster_data.mov
Spatial Analysis Raster Data
Topology
http://linfiniti.com/dla/videos/6_topology.mov
Map Production
http://linfiniti.com/dla/videos/8_map_production.mov
Coordinate Reference System
http://linfiniti.com/dla/worksheets/7_CRS.pdf