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277        <h2 itemprop="name">John Hamilton Bradford, Ph.D.</h2>
278        <h3 itemprop="jobTitle">Assistant Professor of Sociology</h3>
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353<h1 id="biography">Biography</h1>
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355<p>I am currently the Co-QEP (Quality Enhancement Plan) Director for Data Collection and Analysis and an Assistant Professor of Sociology in the Department of Social Sciences at Mississippi Valley State University.  <a href="https://cdn.rawgit.com/JohnBradford/JohnBradford.github.io/b7a3b6f2/files/cv/John%20Bradford%20Curriculum%20Vitae%2011-30-2017%20.pdf" target="_blank">Curriculum Vitae</a></p>
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362        <h3>Interests</h3>
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365          <li>Quantitative Methods - R</li>
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367          <li>Sociological Theory</li>
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383              <p class="course">PhD in Sociology, 2010</p>
384              <p class="institution">University of Tennessee, Knoxville</p>
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391              <p class="course">MA in Sociology, 2007</p>
392              <p class="institution">University of Tennessee, Knoxville</p>
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394          </li>
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397            <i class="fa-li fa fa-graduation-cap"></i>
398            <div class="description">
399              <p class="course">BA in General Studies, 2003</p>
400              <p class="institution">Louisiana State University, Baton Rouge</p>
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456        <a href="/publication/jwsr_co2_military/" itemprop="url">The Treadmill of Destruction in Comparative Perspective: A Panel Study of Military Spending and Carbon Emissions, 1960-2014.</a>
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461        This article analyzes a unique panel data set to assess the effect of militarism on per capita carbon dioxide emissions.   We extend previous research examining the effects of military expenditures on carbon emissions by including in our analyses over 30 years of additional data.  In addition, we compare our preliminary results to those obtained from other estimation procedures.  Specifically, we report and visually illustrate the results of 54 cross-sectional models (one for each year) and 36 unique panel regression models on both balanced and unbalanced panels.  We assess how this relationship has changed over time by testing for interactions between military spending and time and by systematically re-analyzing our data across 180 panel regressions with varying time frames.  A strong and enduring association between military spending and per capita carbon emissions is indicated in cross-sectional comparisons.  Our panel analyses reveal a much weaker and varying relationship that has become stronger in recent decades. Moreover, we find that the effect of military spending on per capita carbon emissions is moderated by countries’ level of economic development, with military spending of more wealthy countries having relatively larger net effects on carbon emissions.  We partially confirm previous findings on the temporal stability of the environmental impacts of militarism.  Our analyses show, however, that this temporal stability has emerged relatively recently, and that the relationship between military expenditures and carbon emissions is weaker prior to the 1990s.
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467        JH Bradford, AM Stoner
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471      <div class="pub-publication">
472        Journal of World-Systems Research 23(2):298–325,&nbsp;2017.
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545  <span itemprop="author">
546    JH Bradford, AM Stoner</span>
547  (2017).
548  <a href="/publication/jwsr_co2_military/" itemprop="name">The Treadmill of Destruction in Comparative Perspective: A Panel Study of Military Spending and Carbon Emissions, 1960-2014.</a>.
549  Journal of World-Systems Research 23(2):298–325.
550  <p>
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555<a class="btn btn-primary btn-outline btn-xs" href="https://doi.org/10.5195/jwsr.2017.688" target="_blank" rel="noopener">
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580  <span itemprop="author">
581    JH Bradford, AM Stoner</span>
582  (2014).
583  <a href="/publication/cjas_footprint_2014/" itemprop="name">The Treadmill of Destruction and Ecological Exchange in Comparative Perspective: A Panel Study of the Biological Capacity of Nations, 1961-2007</a>.
584  <em>Contemporary Journal of Anthropology and Sociology</em>, (2014).
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590<a class="btn btn-primary btn-outline btn-xs" href="https://cdn.rawgit.com/JohnBradford/JohnBradford.github.io/6246ed6c/files/papers/Bradford_Stoner_Biocapacity_2014_cjas.pdf" target="_blank" rel="noopener">
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615  <span itemprop="author">
616    JH Bradford</span>
617  (2014).
618  <a href="/publication/cpst_martin_reply/" itemprop="name">Explaining Social Action Revisited: A Reply to John Levi Martin</a>.
619  In <em>Current Perspectives in Social Theory</em>..
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625<a class="btn btn-primary btn-outline btn-xs" href="http://www.emeraldinsight.com/doi/pdfplus/10.1108/S0278-120420140000032010" target="_blank" rel="noopener">
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649  <i class="fa fa-file-text-o pub-icon" aria-hidden="true"></i>
650  <span itemprop="author">
651    JH Bradford</span>
652  (2013).
653  <a href="/publication/cpst_martin_review/" itemprop="name">Explaining Explanation: A Critical Review of John Levi Martin’s The Explanation of Social Action</a>.
654  In <em>Current Perspectives in Social Theory</em>..
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660<a class="btn btn-primary btn-outline btn-xs" href="https://cdn.rawgit.com/JohnBradford/JohnBradford.github.io/9cc16b14/files/papers/BRADFORD%20CPiST%20ch10%20v%2031%202014%20Critical%20Review%20of%20John%20Levi%20Martin.pdf" target="_blank" rel="noopener">
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685  <span itemprop="author">
686    JH Bradford</span>
687  (2012).
688  <a href="/publication/cpst_communication_2012/" itemprop="name">Communication, Language, and the Emergence of Social Orders</a>.
689  In <em>Current Perspectives in Social Theory</em>..
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695<a class="btn btn-primary btn-outline btn-xs" href="https://cdn.rawgit.com/JohnBradford/JohnBradford.github.io/d7991be3/files/papers/Bradford%20CPiST%20Communication%20Language%20and%20Social%20Orders%20%202012%20PREPRINT.pdf" target="_blank" rel="noopener">
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780      Dec 3, 2017
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815  <p class="read-more">
816    <a href="/post/networkd3-example/" class="btn btn-primary btn-outline">
817      CONTINUE READING
818    </a>
819  </p>
820</div>
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839<div class="article-list-item" itemscope itemprop="blogPost">
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842  <h3 class="article-title" itemprop="name">
843    <a href="/post/highchart-county-choropleth-map-of-county-poverty-2015/" itemprop="url">HighChart County Choropleth Map of County Poverty, 2015</a>
844  </h3>
845  
846
847<div class="article-metadata">
848
849  <span class="article-date">
850    
851    <time datetime="2017-08-05 00:00:00 &#43;0000 UTC" itemprop="datePublished">
852      Aug 5, 2017
853    </time>
854  </span>
855
856  
857  <span class="middot-divider"></span>
858  <span class="article-reading-time">
859    2 min read
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876    
877    The following code downloads county-level poverty data in 2015 from the American Community Survey (ACS) via an API using the acs package. I then create an interactive Highchart map using the package highcharter.
878Download ACS Poverty data via an API�library(tibble)�library(dplyr)�library(tidyr)�library(fst)�library(highcharter)�library(&quot;viridisLite&quot;)�library(acs)�api.key.install(key = &quot;07e1aef2e1de18c0bd4ad888c8bd1295aa7400f9&quot;)�all_counties = acs::geo.make(state = &quot;*&quot;, county = &quot;*&quot;)�all_tracts = acs::geo.make(state = c(state.abb, &quot;DC&quot;), county = &quot;*&quot;, tract = &quot;*&quot;)�pov_total_2015 = acs::acs.
879    
880  </div>
881  <p class="read-more">
882    <a href="/post/highchart-county-choropleth-map-of-county-poverty-2015/" class="btn btn-primary btn-outline">
883      CONTINUE READING
884    </a>
885  </p>
886</div>
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913<div class="article-list-item" itemscope itemprop="blogPost">
914  
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916  <h3 class="article-title" itemprop="name">
917    <a href="/post/web-scraping-experiment/" itemprop="url">Web Scraping Experiment</a>
918  </h3>
919  
920
921<div class="article-metadata">
922
923  <span class="article-date">
924    
925    <time datetime="2017-08-05 00:00:00 &#43;0000 UTC" itemprop="datePublished">
926      Aug 5, 2017
927    </time>
928  </span>
929
930  
931  <span class="middot-divider"></span>
932  <span class="article-reading-time">
933    7 min read
934  </span>
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950    
951    This is an attempt to collect meta-data from links to academic articles. There are several R packages for both web crawling and data extraction, including Rcrawler, rvest, and scrapeR. Among these, only RCrawler has capabilities for both data extraction and web crawling. I won’t need to make use of the latter functionality here, since I already have a list of url’s that need to be mined. Instead, I’m mostly interested in web usage mining and web content mining, the extraction of “valuable information from web content” (Khalil and Fakir 2017).
952    
953  </div>
954  <p class="read-more">
955    <a href="/post/web-scraping-experiment/" class="btn btn-primary btn-outline">
956      CONTINUE READING
957    </a>
958  </p>
959</div>
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990<div class="article-list-item" itemscope itemprop="blogPost">
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993  <h3 class="article-title" itemprop="name">
994    <a href="/post/new-fatal-police-shooting-graphs-county-level/" itemprop="url">New Fatal Police Shooting Graphs - County Level</a>
995  </h3>
996  
997
998<div class="article-metadata">
999
1000  <span class="article-date">
1001    
1002    <time datetime="2017-07-11 00:00:00 &#43;0000 UTC" itemprop="datePublished">
1003      Jul 11, 2017
1004    </time>
1005  </span>
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1009  <span class="article-reading-time">
1010    5 min read
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1027    
1028    I’ve made the following county-level graphs of fatal police shooting rates by race using data from the Census and compiled from the data I’ve now made available on figshare:
1029�Bradford, John Hamilton (2017): Fatal Police Shootings (2013-2016) &amp; County Level Data. figshare.
1030�Below is the graph. I. Loading Data�1. A function to retrieve state abbreviations�getState.abb &lt;- function(x){�##remove punctuation and twim white space, convert to lower case�x &lt;- tolower(trimws(gsub(&quot;[[:punct:]]&quot;, &quot;&quot;, x)))�x[which(x == &quot;washington dc&quot;)] &lt;- &quot;district of columbia&quot;�states.
1031    
1032  </div>
1033  <p class="read-more">
1034    <a href="/post/new-fatal-police-shooting-graphs-county-level/" class="btn btn-primary btn-outline">
1035      CONTINUE READING
1036    </a>
1037  </p>
1038</div>
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1069<div class="article-list-item" itemscope itemprop="blogPost">
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1072  <h3 class="article-title" itemprop="name">
1073    <a href="/post/fatal-police-shootings-2013-2016-county-level-data/" itemprop="url">Fatal Police Shootings (2013-2016) &amp; County Level Data</a>
1074  </h3>
1075  
1076
1077<div class="article-metadata">
1078
1079  <span class="article-date">
1080    
1081    <time datetime="2017-06-12 00:00:00 &#43;0000 UTC" itemprop="datePublished">
1082      Jun 12, 2017
1083    </time>
1084  </span>
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1088  <span class="article-reading-time">
1089    2 min read
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1106    
1107    I’ve just published new data sets to figshare with accompaying code to RPubs. Below is the project description with links.
1108This is a set of csv files including a number of variables including fatal police shootings and other crime and socioeconomic covariates at different levels of geographical aggregation from 2013-2016. Five of the files use only the Washington Post data covering years 2015 and 2016, whereas the other five files utilize fatal police shootings of civilians for years 2013-2016, combining the Lott &amp; Moody (2016) data for years 2013-2015 and Washington Post data for 2016.
1109    
1110  </div>
1111  <p class="read-more">
1112    <a href="/post/fatal-police-shootings-2013-2016-county-level-data/" class="btn btn-primary btn-outline">
1113      CONTINUE READING
1114    </a>
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1143<div class="article-list-item" itemscope itemprop="blogPost">
1144  
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1146  <h3 class="article-title" itemprop="name">
1147    <a href="/post/a-question-about-a-new-article-on-police-shootings/" itemprop="url">A question about a new article on police shootings</a>
1148  </h3>
1149  
1150
1151<div class="article-metadata">
1152
1153  <span class="article-date">
1154    
1155    <time datetime="2017-05-19 00:00:00 &#43;0000 UTC" itemprop="datePublished">
1156      May 19, 2017
1157    </time>
1158  </span>
1159
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1161  <span class="middot-divider"></span>
1162  <span class="article-reading-time">
1163    12 min read
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1180    
1181    A new article has just been published in the Journal of Criminal Justice, “The prevalence of fatal police shootings by U.S. police, 2015–2016: Patterns and answers from a new data set” by Shane, Lawton, and Swenson (2017) .
1182The authors make some good points that I mostly agree with, but I cannot make sense of their finding that the mean rate of black civilians killed by police (per 100,000) is lower than that of whites.
1183    
1184  </div>
1185  <p class="read-more">
1186    <a href="/post/a-question-about-a-new-article-on-police-shootings/" class="btn btn-primary btn-outline">
1187      CONTINUE READING
1188    </a>
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1217<div class="article-list-item" itemscope itemprop="blogPost">
1218  
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1220  <h3 class="article-title" itemprop="name">
1221    <a href="/post/police-shooting-heat-maps-county-level/" itemprop="url">Police Shooting Heat Maps (County-Level)</a>
1222  </h3>
1223  
1224
1225<div class="article-metadata">
1226
1227  <span class="article-date">
1228    
1229    <time datetime="2017-05-12 00:00:00 &#43;0000 UTC" itemprop="datePublished">
1230      May 12, 2017
1231    </time>
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1236  <span class="article-reading-time">
1237    5 min read
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1254    
1255    Figure 1. SVG
1256�Figure 2. SVG
1257�Above are some new county-level heat maps of police shooting data, compiled from the Lott &amp; Moody (2016) data for years 2013-2015, and the Washington Post for 2016. Below the graphs, the R code is provided.
1258R Code�1. Load the Data.�(I plan to upload these data sets to figshare shortly.)
1259library(readr)�library(tidyr)�library(dplyr)�vars &lt;- fst::read.fst(path = &quot;countyVars.csv&quot;)�df_wapoLott &lt;- dplyr::left_join(vars, readr::read_csv(&quot;killed_lott_wapo.
1260    
1261  </div>
1262  <p class="read-more">
1263    <a href="/post/police-shooting-heat-maps-county-level/" class="btn btn-primary btn-outline">
1264      CONTINUE READING
1265    </a>
1266  </p>
1267</div>
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1277    </div>
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1284  <section id="projects" class="home-section">
1285    <div class="container">
1286      
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1289
1290<div class="row">
1291  <div class="col-xs-12 col-md-4 section-heading">
1292    <h1>Data &amp; Visualizations</h1>
1293    
1294  </div>
1295  <div class="col-xs-12 col-md-8">
1296    
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1300    <span class="hidden default-project-filter">*</span>
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1318      <div class="col-xs-12 col-sm-6 col-md-4 col-lg-6 project-item isotope-item police shootings police shooting black lives matter police use of force police-involved fatalities officer-involved shootings">
1319        <div class="card">
1320          
1321          <div class="card-text">
1322            <h4><a href="https://doi.org/10.6084/m9.figshare.5099536" target="_blank">Fatal Police Shootings (2013-2016) &amp; County Level Data</a></h4>
1323            <div class="card-desription">
1324              <p>This is a set of csv files including a number of variables including fatal police shootings and other crime and socioeconomic covariates at different levels of geographical aggregation from 2013-2016.</p>
1325            </div>
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1336      <div class="col-xs-12 col-sm-6 col-md-4 col-lg-6 project-item isotope-item county-data">
1337        <div class="card">
1338          
1339          <a href="https://johnbradford.shinyapps.io/countyCrimeHealth" title="" class="card-image hover-overlay"
1340             target="_blank">
1341            <img src="/img//county/county_scatter.png" alt="" class="img-responsive">
1342          </a>
1343          
1344          <div class="card-text">
1345            <h4><a href="https://johnbradford.shinyapps.io/countyCrimeHealth" target="_blank">County Crime and Health Data Analysis: </a></h4>
1346            <div class="card-desription">
1347              
1348            </div>
1349          </div>
1350        </div>
1351      </div>
1352      
1353      
1354      
1355      
1356      
1357      
1358      
1359      <div class="col-xs-12 col-sm-6 col-md-4 col-lg-6 project-item isotope-item police-shooting">
1360        <div class="card">
1361          
1362          <a href="https://johnbradford.shinyapps.io/policeshooting/" title="" class="card-image hover-overlay"
1363             target="_blank">
1364            <img src="/img//policeShoot/wapo_violentCrime_bench.png" alt="" class="img-responsive">
1365          </a>
1366          
1367          <div class="card-text">
1368            <h4><a href="https://johnbradford.shinyapps.io/policeshooting/" target="_blank">Police Shooting</a></h4>
1369            <div class="card-desription">
1370              <p>Police Shooting Demographics</p>
1371            </div>
1372          </div>
1373        </div>
1374      </div>
1375      
1376
1377    </div>
1378
1379    
1380
1381  </div>
1382</div>
1383
1384    </div>
1385  </section>
1386  
1387
1388  
1389  
1390  
1391  <section id="talks" class="home-section">
1392    <div class="container">
1393      
1394
1395
1396
1397
1398<div class="row">
1399  <div class="col-xs-12 col-md-4 section-heading">
1400    <h1>Talks &amp; Presentations</h1>
1401    
1402    
1403  </div>
1404  <div class="col-xs-12 col-md-8">
1405    
1406
1407    
1408      
1409        <div class="pub-list-item" style="margin-bottom: 1rem" itemscope itemtype="http://schema.org/Event">
1410  <i class="fa fa-comment-o pub-icon" aria-hidden="true"></i>
1411  <span itemprop="name"><a href="/talk/perils_of_diversity_2016/">The Perils of Diversity, Revisiting Putnam and Vanhanen</a></span>
1412  <div itemprop="startDate">
1413    
1414    Feb 12, 2016
1415    
1416  </div>
1417  <div class="talk-metadata">
1418    
1419            Annual Conference of the Mississippi Political Science Association
1420    
1421  </div>
1422  <div class="talk-links">
1423    
1424
1425
1426
1427<a class="btn btn-primary btn-outline btn-xs" href="https://cdn.rawgit.com/JohnBradford/JohnBradford.github.io/39984979/files/presentations/Perils%20of%20Diversity%202016.pdf">
1428  PDF
1429</a>
1430
1431
1432
1433
1434
1435
1436
1437  </div>
1438</div>
1439
1440      
1441    
1442      
1443        <div class="pub-list-item" style="margin-bottom: 1rem" itemscope itemtype="http://schema.org/Event">
1444  <i class="fa fa-comment-o pub-icon" aria-hidden="true"></i>
1445  <span itemprop="name"><a href="/talk/eue_knoxville_2015/">The Treadmill of Destruction and Ecological Exchange in Comparative Perspective: A Panel Study of the Biological Capacity of Nations, 1961-2007</a></span>
1446  <div itemprop="startDate">
1447    
1448    Oct 16, 2015
1449    
1450  </div>
1451  <div class="talk-metadata">
1452    
1453            Unequal Ecological Exchange Conference
1454    
1455  </div>
1456  <div class="talk-links">
1457    
1458
1459
1460
1461<a class="btn btn-primary btn-outline btn-xs" href="https://cdn.rawgit.com/JohnBradford/JohnBradford.github.io/b298bc39/files/presentations/BRADFORD_EUE_Knoxville_2015.pdf">
1462  PDF
1463</a>
1464
1465
1466
1467
1468
1469
1470
1471  </div>
1472</div>
1473
1474      
1475    
1476      
1477        <div class="pub-list-item" style="margin-bottom: 1rem" itemscope itemtype="http://schema.org/Event">
1478  <i class="fa fa-comment-o pub-icon" aria-hidden="true"></i>
1479  <span itemprop="name"><a href="/talk/istc_money_knoxville_2014/">Monetary Reforms, Revolutions, and Utopias: A Critical Analysis of New Money Paradigms</a></span>
1480  <div itemprop="startDate">
1481    
1482    May 21, 2014
1483    
1484  </div>
1485  <div class="talk-metadata">
1486    
1487            International Social Theory Consortium
1488    
1489  </div>
1490  <div class="talk-links">
1491    
1492
1493
1494
1495<a class="btn btn-primary btn-outline btn-xs" href="https://cdn.rawgit.com/JohnBradford/JohnBradford.github.io/39984979/files/presentations/ISTC%202014%20New%20Money%20Paradigms%205-7-14%20Split%20Animation.pdf">
1496  PDF
1497</a>
1498
1499
1500
1501
1502
1503
1504
1505  </div>
1506</div>
1507
1508      
1509    
1510  </div>
1511</div>
1512
1513    </div>
1514  </section>
1515  
1516
1517  
1518  
1519  
1520  <section id="teaching" class="home-section">
1521    <div class="container">
1522      
1523
1524
1525<div class="row">
1526  
1527  <div class="col-xs-12 col-md-4 section-heading">
1528    <h1>Teaching</h1>
1529    
1530  </div>
1531  <div class="col-xs-12 col-md-8">
1532    <p>Interactive Data Visualizations &amp; Statistics (R Shiny Apps)</p>
1533
1534<ul>
1535<li><a href="https://johnbradford.shinyapps.io/policeshooting/" target="_blank">Fatal Police Shootings Data</a></li>
1536<li><a href="https://johnbradford.shinyapps.io/countyCrimeHealth/" target="_blank">County Data</a></li>
1537<li><a href="https://johnbradford.shinyapps.io/variance_and_r-squared/" target="_blank">Histograms, Boxplots, Scatterplots</a></li>
1538<li><a href="https://johnbradford.shinyapps.io/standardError/" target="_blank">Standard Error &amp; Sampling Distribution</a></li>
1539<li><a href="https://johnbradford.shinyapps.io/PowerAnalysis_SampleSize/" target="_blank">Power Calculator</a>
1540<br /></li>
1541</ul>
1542
1543<p>Theory Lectures (Slides)</p>
1544
1545<ul>
1546<li><a href="https://cdn.rawgit.com/JohnBradford/JohnBradford.github.io/39984979/files/lectures/BRADFORD_Durkheim.pdf" target="_blank">Emile Durkheim</a></li>
1547<li><a href="https://cdn.rawgit.com/JohnBradford/JohnBradford.github.io/39984979/files/lectures/BRADFORD_KarlMarx.pdf" target="_blank">Karl Marx</a></li>
1548<li><a href="https://cdn.rawgit.com/JohnBradford/JohnBradford.github.io/39984979/files/lectures/BRADFORD_MaxWeber.pdf" target="_blank">Max Weber</a></li>
1549<li><a href="https://cdn.rawgit.com/JohnBradford/JohnBradford.github.io/39984979/files/lectures/Bradford_Talcott_Parons.pdf" target="_blank">Talcott Parsons</a></li>
1550<li><a href="https://cdn.rawgit.com/JohnBradford/JohnBradford.github.io/39984979/files/lectures/FrankfurtSchool_CriticalTheory.pdf" target="_blank">Frankfurt School &amp; Critical Theory</a></li>
1551<li><a href="https://cdn.rawgit.com/JohnBradford/JohnBradford.github.io/39984979/files/lectures/PostModernism.pdf" target="_blank">Postmodernism</a></li>
1552<li><a href="https://cdn.rawgit.com/JohnBradford/JohnBradford.github.io/39984979/files/lectures/Theory%20BRADFORD_Luhmann%20and%20Communication.pdf" target="_blank">Luhmann &amp; Communication</a></li>
1553<li><a href="https://cdn.rawgit.com/JohnBradford/JohnBradford.github.io/0371fe16/files/lectures/GAMES%20AND%20COLLECTIVE%20ACTION.pdf" target="_blank">Games, Cooperation, &amp; Collection Action</a></li>
1554</ul>
1555
1556<p>Political Economy Interactive Lessons (STELLA - requires Flash)</p>
1557
1558<ul>
1559<li><a href="http://forio.com/simulation/ns/jbradfo4/comparative_advantages/" target="_blank">Comparative Advantages</a></li>
1560<li><a href="http://forio.com/simulation/ns/jbradfo4/terms_of_trade/" target="_blank">Terms of Trade</a></li>
1561<li>
1561<a href="http://forio.com/simulation/ns/jbradfo4/lesson_3_tech_feedback/" target="_blank">Technology &amp; Positive Feedback</a></li>
1562</ul>
1563
1564  </div>
1565  
1566</div>
1567
1568    </div>
1569  </section>
1570  
1571
1572  
1573  
1574  
1575  <section id="contact" class="home-section">
1576    <div class="container">
1577      
1578
1579
1580
1581
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1584    <h1>Contact</h1>
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