-
Notifications
You must be signed in to change notification settings - Fork 78
/
book.bib
972 lines (850 loc) · 27.9 KB
/
book.bib
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
@Misc{accidentalaRt,
title = {@accidentalaRt},
url = {https:/twitter.com/accidentalart},
}
@Misc{park2016,
title = {Reachable: data collection methods for sexual orientation and gender identity},
year = {2016},
url = {https://williamsinstitute.law.ucla.edu/wp-content/uploads/Reachable-Data-collection-methods-for-sexual-orientation-gender-identity-March-2016.pdf](https://williamsinstitute.law.ucla.edu/wp-content/uploads/Reachable-Data-collection-methods-for-sexual-orientation-gender-identity-March-2016.pdf},
}
@Book{allen2008,
title = {Staying the course: Online education in the United States, 2008.},
author = {I Elaine Allen and Jeff Seaman},
year = {2008},
publisher = {ERIC},
}
@InProceedings{baker-la-2014,
title = {Educational data mining and learning analytics},
author = {Ryan Baker and George Siemens},
booktitle = {The Cambridge Handbook of the Learning Sciences},
pages = {253-274},
editr = {R K Sawyer},
edition = {2},
year = {2014},
publisher = {Cambridge University Press},
}
@Book{bambrick2010driven,
title = {Driven by data: A practical guide to improve instruction},
author = {Paul Bambrick-Santoyo},
year = {2010},
publisher = {John Wiley \& Sons},
}
@Book{nrc2000,
title = {How people learn},
author = {John D Bransford and Ann L Brown and Rodney R Cocking and {others}},
volume = {11},
year = {2000},
publisher = {Washington, DC: National academy press},
}
@Article{breiman2001,
title = {Random forests},
author = {Leo Breiman},
journal = {Machine learning},
volume = {45},
number = {1},
pages = {5--32},
year = {2001},
publisher = {Springer},
}
@Book{bryan2020,
title = {Happy git with R},
author = {Jenny Bryan},
year = {2020},
url = {https://happygitwithr.com/},
}
@Misc{bryan2017,
title = {Project-oriented workflow},
author = {Jenny Bryan},
year = {2017},
url = {https://www.tidyverse.org/blog/2017/12/workflow-vs-script/},
}
@Misc{bryan2019,
title = {Reproducible Examples and the `reprex` package},
author = {Jenny Bryan},
year = {2019},
url = {https://community.rstudio.com/t/video-reproducible-examples-and-the-reprex-package/14732},
}
@Book{bryk2015,
title = {Learning to improve: How America’s schools can get better at getting better},
author = {Anthony S Bryk and Louis M Gomez and Alicia Grunow and Paul G LeMahieu},
year = {2015},
publisher = {Harvard Education Press},
}
@Book{raudenbush-bryk-2002,
title = {Hierarchical linear models: Applications and data analysis methods },
author = {S W Raudenbush & A S Bryk},
year = {2002},
volume = {1},
publisher = {Sage Publications},
}
@Misc{dataqualitycampaign2018,
title = {Teachers see the power of data - but don't have the time to use it},
author = {Data Quality Campaign},
year = {2018},
url = {https://dataqualitycampaign.org/wp-content/uploads/2018/09/DQC_DataEmpowers-Infographic.pdf},
}
@Article{conway2010data,
title = {The data science venn diagram},
author = {Drew Conway},
journal = {Drew Conway},
volume = {10},
year = {2010},
url = {http://drewconway.com/zia/2013/3/26/the-data-science-venn-diagram},
}
@Article{datnow2015,
title = {Teachers' Use of Assessment Data to Inform Instruction: Lessons from the Past and Prospects for the Future.},
author = {Amanda Datnow and Lea Hubbard},
journal = {Teachers College Record},
volume = {117},
number = {4},
pages = {n4},
year = {2015},
publisher = {ERIC},
}
@Book{dirksen2015,
title = {Design for how people learn},
author = {Julie Dirksen},
year = {2015},
publisher = {New Riders},
}
@Article{dweck2015,
title = {Carol Dweck revisits the growth mindset},
author = {Carol Dweck},
journal = {Education Week},
volume = {35},
number = {5},
pages = {20--24},
year = {2015},
}
@Book{emdin2016,
title = {For White folks who teach in the hood... and the rest of y'all too: Reality pedagogy and urban education},
author = {Christopher Emdin},
year = {2016},
publisher = {Beacon Press},
}
@Book{emdin2016:1,
title = {For White folks who teach in the hood... and the rest of y'all too: Reality pedagogy and urban education},
author = {Christopher Emdin},
year = {2016},
publisher = {Beacon Press},
}
@Book{emdin2016:2,
title = {For White folks who teach in the hood... and the rest of y'all too: Reality pedagogy and urban education},
author = {Christopher Emdin},
year = {2016},
publisher = {Beacon Press},
}
@Book{dsieurbook,
title = {Data Science in Education Using R},
author = {Ryan A. Estrellado and Emily A. Bovee and Jesse Motsipak and Joshua M. Rosenberg and Isabella C. Vel{\a'a}squez},
year = {2020},
publisher = {Routledge},
url = {https://datascienceineducation.com/},
}
@Misc{dsieurproposal,
title = {Taylor and Francis Book Proposal for Data Science in Education},
author = {Ryan A. Estrellado and Emily A. Bovee and Jesse Motsipak and Joshua M. Rosenberg and Isabella C. Vel{\a'a}squez},
year = {2019},
url = {https://github.com/data-edu/DSIEUR_support_files/blob/master/planning/T%26F%20Book%20Proposal%20for%20Data%20Science%20in%20Education.docx},
}
@Book{geller2019,
title = {Education Data Done Right: Lessons from the Trenches of Applied Data Science},
author = {Wendy Geller and Dorothyjean Cratty and Jared Knowles},
year = {2019},
publisher = {LeanPub},
url = {www.eddatadoneright.com},
}
@Book{gelman2006data,
title = {Data analysis using regression and multilevel/hierarchical models},
author = {Andrew Gelman and Jennifer Hill},
year = {2006},
publisher = {Cambridge university press},
}
@Book{gelman2006data:1,
title = {Data analysis using regression and multilevel/hierarchical models},
author = {Andrew Gelman and Jennifer Hill},
year = {2006},
publisher = {Cambridge university press},
}
@Misc{greatschools2014,
title = {Aggregate data},
author = {{Great Schools}},
journal = {Ed Glossary},
url = {https://www.edglossary.org/aggregate-data/},
}
@Book{grimm2016growth,
title = {Growth modeling: Structural equation and multilevel modeling approaches},
author = {Kevin J Grimm and Nilam Ram and Ryne Estabrook},
year = {2016},
publisher = {Guilford Publications},
}
@Book{grimm2016growth:1,
title = {Growth modeling: Structural equation and multilevel modeling approaches},
author = {Kevin J Grimm and Nilam Ram and Ryne Estabrook},
year = {2016},
publisher = {Guilford Publications},
}
@Book{hastie2009,
title = {The elements of statistical learning: data mining, inference, and prediction},
author = {Trevor Hastie and Robert Tibshirani and Jerome Friedman},
year = {2009},
publisher = {Springer Science \& Business Media},
}
@Book{hattie2012visible,
title = {Visible learning for teachers: Maximizing impact on learning},
author = {John Hattie},
year = {2012},
publisher = {Routledge},
}
@Book{hattie2012visible:1,
title = {Visible learning for teachers: Maximizing impact on learning},
author = {John Hattie},
year = {2012},
publisher = {Routledge},
}
@Book{hattie2012visible:2,
title = {Visible learning for teachers: Maximizing impact on learning},
author = {John Hattie},
year = {2012},
publisher = {Routledge},
}
@Book{healy2019,
author = {Kieran Healy},
title = {Data visualization: A practical introduction},
year = {2019},
publisher = {Princeton University Press},
}
@Article{williamson2017owns:1,
title = {The curse of knowledge},
author = {C Heath & D Heath},
journal = {Harvard Business Review},
volume = {84},
number = {12},
pages = {20-23},
year = {2006},
publisher = {SAGE Publications Sage UK: London, England},
}
@Article{hbr2006,
title = {The curse of knowledge},
journal = {Harvard Business Review},
url = {https://hbr.org/2006/12/the-curse-of-knowledge},
year = {2006},
author = {Chip Heath and Dan Heath},
}
@Misc{hill2017,
title = {Up and running with blogdown},
year = {2017},
url = {https://alison.rbind.io/post/2017-06-12-up-and-running-with-blogdown/},
author = {Alison Hill},
}
@Article{hirschberg2015,
title = {Advances in natural language processing},
author = {Julia Hirschberg and Christopher D Manning},
journal = {Science},
volume = {349},
number = {6245},
pages = {261--266},
year = {2015},
publisher = {American Association for the Advancement of Science},
}
@Book{statisticalinf,
title = {Statistical Inference via Data Science},
author = {Chester Ismay and Albert Y. Kim},
year = {2019},
publisher = {CRC Press},
}
@Book{james2013,
title = {An introduction to statistical learning},
author = {Gareth James and Daniela Witten and Trevor Hastie and Robert Tibshirani},
volume = {112},
year = {2013},
publisher = {Springer},
}
@Book{jarvis2019,
title = {Creating calling},
author = {Chase Jarvis},
year = {2019},
publisher = {HarperCollins},
}
@Misc{urbanpov,
title = {High-poverty schools undermine education for children of color},
author = {Reed Jordan},
year = {2015},
url = {https://www.urban.org/urban-wire/high-poverty-schools-undermine-education-children-color},
}
@Book{kahneman2011,
title = {Thinking fast and slow},
author = {Daniel Kahneman},
year = {2011},
}
@Article{kearney2016,
title = {rtweet: Collecting Twitter data},
author = {Michael W Kearney},
journal = {Comprehensive R Archive Network. Available at: https://cran. r-project. org/package= rtweet},
year = {2016},
}
@Book{kleon2012steal,
title = {Steal like an artist: 10 things nobody told you about being creative},
author = {Austin Kleon},
year = {2012},
publisher = {Workman Publishing},
}
@Book{kozol2012savage,
title = {Savage inequalities: Children in America's schools},
author = {Jonathan Kozol},
year = {2012},
publisher = {Broadway Books},
}
@Book{kozol2012savage:1,
title = {Savage inequalities: Children in America's schools},
author = {Jonathan Kozol},
year = {2012},
publisher = {Broadway Books},
}
@Book{kozol2012savage:2,
title = {Savage inequalities: Children in America's schools},
author = {Jonathan Kozol},
year = {2012},
publisher = {Broadway Books},
}
@Article{krist2019,
title = {Identifying essential epistemic heuristics for guiding mechanistic reasoning in science learning},
author = {Christina Krist and Christina V Schwarz and Brian J Reiser},
journal = {Journal of the Learning Sciences},
volume = {28},
number = {2},
pages = {160--205},
year = {2019},
publisher = {Taylor \& Francis},
}
@Article{krist2019:1,
title = {Identifying essential epistemic heuristics for guiding mechanistic reasoning in science learning},
author = {Christina Krist and Christina V Schwarz and Brian J Reiser},
journal = {Journal of the Learning Sciences},
volume = {28},
number = {2},
pages = {160--205},
year = {2019},
publisher = {Taylor \& Francis},
}
@Book{krumm2018learning,
title = {Learning analytics goes to school: A collaborative approach to improving education},
author = {Andrew Krumm and Barbara Means and Marie Bienkowski},
year = {2018},
publisher = {Routledge},
}
@Article{kuhn2008,
title = {Building predictive models in R using the caret package},
author = {Max Kuhn and {others}},
journal = {Journal of statistical software},
volume = {28},
number = {5},
pages = {1--26},
year = {2008},
}
@Book{kurz2019,
title = {Statistical Rethinking with brms, ggplot2, and the tidyverse},
url = {https://bookdown.org/ajkurz/Statistical_Rethinking_recoded/},
author = {Solomon Kurz},
date = {2019},
}
@Book{lawson2015,
title = {Data Science in Higher Education: A Step-by-Step Introduction to Machine Learning for Institutional Researchers},
year = {2015},
author = {Jesse Lawson},
publisher = {CreateSpace},
}
@Misc{msdatause,
title = {Data Use by Middle and Secondary Students in the Digital Age: A Status Report and
Future Prospects},
author = {Victor R. Lee and Michelle H. Wilkerson},
year = {2018},
url = {https://pdfs.semanticscholar.org/811d/3e7bbbea05a8954c09823629e81819554382.pdf?_ga=2.195337642.763980897.1582512794-1526781779.1582512794},
}
@Article{lehrer2007,
title = {Supporting the development of conceptions of statistics by engaging students in measuring and modeling variability},
author = {Richard Lehrer and Min-joung Kim and Leona Schauble},
journal = {International Journal of Computers for Mathematical Learning},
volume = {12},
number = {3},
pages = {195--216},
year = {2007},
publisher = {Springer},
}
@Article{lehrer2015,
title = {The development of scientific thinking},
author = {Richard Lehrer and Leona Schauble},
journal = {Handbook of child psychology and developmental science},
pages = {1--44},
year = {2015},
publisher = {Wiley Online Library},
}
@Book{lemov2015teach,
title = {Teach like a champion 2.0: 62 techniques that put students on the path to college},
author = {Doug Lemov},
year = {2015},
publisher = {John Wiley \& Sons},
}
@Book{lemov2015teach:1,
title = {Teach like a champion 2.0: 62 techniques that put students on the path to college},
author = {Doug Lemov},
year = {2015},
publisher = {John Wiley \& Sons},
}
@Book{lemov2015teach:2,
title = {Teach like a champion 2.0: 62 techniques that put students on the path to college},
author = {Doug Lemov},
year = {2015},
publisher = {John Wiley \& Sons},
}
@Book{lewis2024data,
title = {Data Management in Large-Scale Education Research},
author = {Crystal Lewis},
year = {2024},
publisher = {Chapman and Hall/CRC},
}
@Article{liu2017use,
title = {The use of data science for education: The case of social-emotional learning},
author = {Ming-Chi Liu and Yueh-Min Huang},
journal = {Smart Learning Environments},
volume = {4},
number = {1},
pages = {1},
year = {2017},
publisher = {SpringerOpen},
}
@Misc{descriptive,
title = {Descriptive analysis in education: A guide for researchers.},
author = {S. Loeb and S. Dynarski and D. McFarland and P. Morris and S. Reardon and S. Reber},
year = {2017},
url = {https://ies.ed.gov/ncee/pubs/20174023/pdf/20174023.pdf) (NCEE 2017–4023},
}
@Article{mandinach2013,
title = {A systemic view of implementing data literacy in educator preparation},
author = {Ellen B Mandinach and Edith S Gummer},
journal = {Educational Researcher},
volume = {42},
number = {1},
pages = {30--37},
year = {2013},
publisher = {SAGE Publications Sage CA: Los Angeles, CA},
}
@Book{mctighe2019upgrade,
title = {Upgrade your teaching: Understanding by design meets neuroscience},
author = {Jay McTighe and Judy Willis},
year = {2019},
publisher = {ASCD},
}
@Book{mctighe2019upgrade:1,
title = {Upgrade your teaching: Understanding by design meets neuroscience},
author = {Jay McTighe and Judy Willis},
year = {2019},
publisher = {ASCD},
}
@Book{mctighe2019upgrade:2,
title = {Upgrade your teaching: Understanding by design meets neuroscience},
author = {Jay McTighe and Judy Willis},
year = {2019},
publisher = {ASCD},
}
@Article{mohammad2013,
title = {Crowdsourcing a word--emotion association lexicon},
author = {Saif M Mohammad and Peter D Turney},
journal = {Computational Intelligence},
volume = {29},
number = {3},
pages = {436--465},
year = {2013},
publisher = {Wiley Online Library},
}
@Book{moore2017guide,
title = {The guide for white women who teach black boys},
author = {Eddie {Moore Jr} and Ali Michael and Marguerite W Penick-Parks},
year = {2017},
publisher = {Corwin Press},
}
@Book{moore2017guide:1,
title = {The guide for white women who teach black boys},
author = {Eddie {Moore Jr} and Ali Michael and Marguerite W Penick-Parks},
year = {2017},
publisher = {Corwin Press},
}
@Book{moore2017guide:2,
title = {The guide for white women who teach black boys},
author = {Eddie {Moore Jr} and Ali Michael and Marguerite W Penick-Parks},
year = {2017},
publisher = {Corwin Press},
}
@Misc{nytimes2011,
title = {The Adventures of Spielberg: An Interview},
url = {https://carpetbagger.blogs.nytimes.com/2011/12/20/the-adventures-of-spielberg-an-interview/},
year = {2011},
author = {Mekado Murphy},
}
@Book{nrc2018,
title = {How people learn II: Learners, contexts, and cultures},
author = {Engineering {National Academies of Sciences} and {Medicine} and {others}},
year = {2018},
publisher = {National Academies Press},
}
@Misc{avgfrpl,
title = {Public Elementary/Secondary School Universe Survey},
author = {{National Center for Education Statistics}},
year = {2018},
url = {https://nces.ed.gov/programs/digest/d17/tables/dt17_204.10.asp?current=yes},
}
@Misc{disaggregate,
title = {Forum Guide to Collecting and Using Disaggregated Data on Racial/Ethnic
Subgroups.},
author = {{National Forum on Education Statistics}},
year = {2016},
url = {https://nces.ed.gov/pubs2017/NFES2017017.pdf},
}
@Book{learningstatswithr,
title = {Learning Statistics With R},
year = {2020},
author = {Danielle Navarro},
url = {https://learningstatisticswithr.com/},
}
@PhdThesis{newton1991,
title = {The rocky road from actions to intentions},
author = {Elizabeth Louise Newton},
year = {1991},
school = {Stanford University},
}
@Book{oneill2016,
title = {Weapons of math destruction: How big data increases inequality and threatens democracy},
author = {Cathy O'Neil},
year = {2016},
publisher = {Broadway Books},
}
@Misc{usdoe2019,
author = {United States Department {of Education}},
url = {https://www2.ed.gov/programs/osepidea/618-data/state-level-data-files/index.html#bccee},
year = {2020},
}
@Book{bookparis2017culturally,
title = {Culturally sustaining pedagogies: Teaching and learning for justice in a changing world},
author = {Django Paris and H Samy Alim},
year = {2017},
publisher = {Teachers College Press},
}
@Book{paris2017culturally:1,
title = {Culturally sustaining pedagogies: Teaching and learning for justice in a changing world},
author = {Django Paris and H Samy Alim},
year = {2017},
publisher = {Teachers College Press},
}
@Book{paris2017culturally,
title = {Culturally sustaining pedagogies: Teaching and learning for justice in a changing world},
author = {Django Paris and H Samy Alim},
year = {2017},
publisher = {Teachers College Press},
}
@Article{peng2015,
title = {The Art of Data Science},
author = {Roger D Peng and Elizabeth Matsui},
journal = {A Guide for Anyone Who Works with Data. Skybrude Consulting, LLC},
year = {2015},
}
@Manual{liwc-2015,
title = {the development and psychometric properties of LIWC2015},
author = {J W Pennebaker and R L Boyd and K Jordan and K Blackburn},
year = {2015},
url = {https://repositories.lib.utexas.edu/handle/2152/31333},
}
@Book{powers2018cultivating,
title = {Cultivating a data culture in higher education},
author = {Kristina Powers and Angela E Henderson},
year = {2018},
publisher = {Routledge},
}
@Manual{rcoreteam,
title = {R: A Language and Environment for Statistical Computing},
author = {{R Core Team}},
organization = {R Foundation for Statistical Computing},
address = {Vienna, Austria},
year = {2019},
url = {https://www.R-project.org/},
}
@Manual{rcoreteam:1,
title = {R: A Language and Environment for Statistical Computing},
author = {{R Core Team}},
organization = {R Foundation for Statistical Computing},
address = {Vienna, Austria},
year = {2019},
url = {https://www.R-project.org/},
}
@Manual{rcoreteam:2,
title = {R: A Language and Environment for Statistical Computing},
author = {{R Core Team}},
organization = {R Foundation for Statistical Computing},
address = {Vienna, Austria},
year = {2019},
url = {https://www.R-project.org/},
}
@Manual{rcoreteam:3,
title = {R: A Language and Environment for Statistical Computing},
author = {{R Core Team}},
organization = {R Foundation for Statistical Computing},
address = {Vienna, Austria},
year = {2019},
url = {https://www.R-project.org/},
}
@Misc{robinson18,
title = {Advice to aspiring data scientists: start a blog},
author = {David Robinson},
year = {2018},
title = {Advice to aspiring data scientists: start a blog},
}
@Article{rosenberg2016,
title = {An investigation of state educational Twitter hashtags (SETHs) as affinity spaces},
author = {Joshua M Rosenberg and Spencer P Greenhalgh and Matthew J Koehler and Erica R Hamilton and Mete Akcaoglu},
journal = {E-learning and Digital Media},
volume = {13},
number = {1-2},
pages = {24--44},
year = {2016},
publisher = {SAGE Publications Sage UK: London, England},
}
@InProceedings{rosenberg2020mdsc,
title = {Making data science count in and for education},
author = {Joshua M. Rosenberg and Michael Lawson and Daniel Anderson and Teya Rutherford and Ryan Seth Jones},
booktitle = {Research Methods in Learning Design & Technology.},
pages = {1--13},
year = {2020},
organization = {Springer},
}
@Manual{rstudio,
title = {RStudio: Integrated Development Environment for R},
author = {{RStudio Team}},
organization = {RStudio, Inc.},
address = {Boston, MA},
year = {2015},
url = {http://www.rstudio.com/},
}
@Manual{rstudio:1,
title = {RStudio: Integrated Development Environment for R},
author = {{RStudio Team}},
organization = {RStudio, Inc.},
address = {Boston, MA},
year = {2015},
url = {http://www.rstudio.com/},
}
@Manual{rstudio:2,
title = {RStudio: Integrated Development Environment for R},
author = {{RStudio Team}},
organization = {RStudio, Inc.},
address = {Boston, MA},
year = {2015},
url = {http://www.rstudio.com/},
}
@Manual{rstudio:3,
title = {RStudio: Integrated Development Environment for R},
author = {{RStudio Team}},
organization = {RStudio, Inc.},
address = {Boston, MA},
year = {2015},
url = {http://www.rstudio.com/},
}
@Misc{sepulveda,
title = {tabulapdf: Extract Tables from PDF Documents},
author = {Mauricio Vargas Sepulveda},
year = {2024},
url = {https://github.com/ropensci/tabulapdf},
}
@InProceedings{siemens2012,
title = {Learning analytics and educational data mining: towards communication and collaboration},
author = {George Siemens and Ryan SJ {d Baker}},
booktitle = {Proceedings of the 2nd international conference on learning analytics and knowledge},
pages = {252--254},
year = {2012},
organization = {ACM},
}
@Book{silge2017text,
title = {Text mining with R: A tidy approach},
author = {Julia Silge and David Robinson},
year = {2017},
publisher = {{"} O'Reilly Media, Inc.{"}},
}
@Misc{frpl,
title = {Free or reduced price lunch: A proxy for poverty?},
author = {Tom Snyder and Lauren Musu-Gillette},
year = {2015},
url = {https://nces.ed.gov/blogs/nces/post/free-or-reduced-price-lunch-a-proxy-for-poverty},
}
@Article{spillane2012,
title = {Instructional advice and information providing and receiving behavior in elementary schools: Exploring tie formation as a building block in social capital development},
author = {James P Spillane and Chong Min Kim and Kenneth A Frank},
journal = {American Educational Research Journal},
volume = {49},
number = {6},
pages = {1112--1145},
year = {2012},
publisher = {SAGE Publications Sage CA: Los Angeles, CA},
}
@Book{steinfeld2012,
title = {Universal design: Creating inclusive environments},
author = {Edward Steinfeld and Jordana Maisel},
year = {2012},
publisher = {John Wiley \& Sons},
}
@Misc{subgroup,
title = {Student Subgroup},
author = {{The Glossary of Education Reform}},
year = {2015},
url = {https://www.edglossary.org/student-subgroup},
}
@Article{trust2016,
title = {“Together we are better”: Professional learning networks for teachers},
author = {Torrey Trust and Daniel G Krutka and Jeffrey Paul Carpenter},
journal = {Computers \& education},
volume = {102},
pages = {15--34},
year = {2016},
publisher = {Elsevier},
}
@Misc{ncesfrpl:1,
title = {Concentration of Public School Students Eligible for Free or Reduced-Price Lunch.},
author = {National Center for Education Statistics {U.S. Department of Education}},
journal = {The Condition of Education 2019},
year = {2019},
url = {https://nces.ed.gov/fastfacts/display.asp?id=898},
}
@Book{victore2019,
title = {Feck Perfuction: Dangerous Ideas on the Business of Life},
author = {James Victore},
year = {2019},
publisher = {Chronicle books},
}
@Book{west2014linear,
title = {Linear mixed models: a practical guide using statistical software},
author = {Brady T West and Kathleen B Welch and Andrzej T Galecki},
year = {2014},
publisher = {CRC Press},
}
@Book{west2014linear:1,
title = {Linear mixed models: a practical guide using statistical software},
author = {Brady T West and Kathleen B Welch and Andrzej T Galecki},
year = {2014},
publisher = {CRC Press},
}
@Book{wickham2019advr,
title = {Advanced R},
author = {Hadley Wickham},
edition = {2nd},
year = {2019},
url = {https://adv-r.hadley.nz/},
}
@Book{rpackages,
title = {R Packages},
author = {Hadley Wickham},
year = {2015},
publisher = {O'Reilly Media},
}
@Article{wickham2014,
title = {Tidy data},
journal = {Journal of Statistical Software},
author = {Hadley Wickham},
year = {2014},
volume = {59},
issue = {10},
url = {https://www.jstatsoft.org/article/view/v059i10/v59i10.pdf](https://www.jstatsoft.org/article/view/v059i10/v59i10.pdf},
}
@Article{wickham2019,
title = {Welcome to the Tidyverse},
author = {Hadley Wickham and Mara Averick and Jennifer Bryan and Winston Chang and Lucy McGowan and Romain Fran{\c c}ois and Garrett Grolemund and Alex Hayes and Lionel Henry and Jim Hester and {others}},
journal = {Journal of Open Source Software},
volume = {4},
number = {43},
pages = {1686},
year = {2019},
}
@Book{grolemund2018,
title = {R for data science},
author = {Hadley Wickham and Garrett Grolemund},
year = {2018},
publisher = {O'Reilly},
}
@Article{wigfield2000,
title = {Expectancy–Value Theory of Achievement Motivation},
journal = {Contemporary Educational Psychology},
volume = {25},
number = {1},
pages = {68 - 81},
year = {2000},
issn = {0361-476X},
doi = {https://doi.org/10.1006/ceps.1999.1015},
url = {http://www.sciencedirect.com/science/article/pii/S0361476X99910159},
author = {Allan Wigfield and Jacquelynne S. Eccles},
}
@Book{wiggins2005understanding,
title = {Understanding by design},
author = {Grant Wiggins and Grant P Wiggins and Jay McTighe},
year = {2005},
publisher = {Ascd},
}
@Book{wiggins2005understanding:1,
title = {Understanding by design},
author = {Grant Wiggins and Grant P Wiggins and Jay McTighe},
year = {2005},
publisher = {Ascd},
}
@Book{wiggins2005understanding:2,
title = {Understanding by design},
author = {Grant Wiggins and Grant P Wiggins and Jay McTighe},
year = {2005},
publisher = {Ascd},
}
@Misc{wikipedia2020reproducible,
title = {Reproducible research},
url = {https://en.wikipedia.org/wiki/Reproducibility#Reproducible_research},
author = {{Wikipedia}},
year = {2020},
}
@Article{williamson2017owns,
title = {Who owns educational theory? Big data, algorithms and the expert power of education data science},
author = {Ben Williamson},
journal = {E-Learning and Digital Media},
volume = {14},
number = {3},
pages = {105--122},
year = {2017},
publisher = {SAGE Publications Sage UK: London, England},
}
@Book{wilson2009,
title = {Teaching Tech Together},
author = {Greg Wilson},
year = {2009},
url = {https://teachtogether.tech/},
}
@Misc{woo18,
title = {Anyone Can Play Git/R: Tips for First-Time Contributions to R Packages},
author = {Kara Woo},
year = {2018},
url = {https://speakerdeck.com/karawoo/r-tips-for-first-time-contributions-to-r-packages},
}
@Book{xie2019bookdown,
title = {bookdown: Authoring Books and Technical Documents with R Markdown},
author = {Yihui Xie},
year = {2019},
url = {https://bookdown.org/yihui/bookdown/},
publisher = {CRC Press},
}
@Book{xie2015,
title = {Dynamic Documents with {R} and knitr},
author = {Yihui Xie},
publisher = {Chapman and Hall/CRC},
address = {Boca Raton, Florida},
year = {2015},
edition = {2nd},
note = {ISBN 978-1498716963},
url = {http://yihui.name/knitr/},
}
@Book{xie2019blogdown,
title = {blogdown: Creating Websites with R Markdown},
author = {Yihui Xie and Amber Thomas and Alison Presmanes Hill},
year = {2019},
url = {https://bookdown.org/yihui/blogdown/},
publisher = {CRC Press},
}