Assignment 4 - March 31st, 2026 (In Progress)

EPPS 6323 Knowledge Mining

What qualifications, responsibilities, and institutional priorities are most emphasized in APSA eJobs job advertisements, and how do these differ across postings?

library(tidyverse)

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── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr     1.2.0     ✔ readr     2.2.0
✔ forcats   1.0.1     ✔ stringr   1.6.0
✔ ggplot2   4.0.2     ✔ tibble    3.3.1
✔ lubridate 1.9.5     ✔ tidyr     1.3.2
✔ purrr     1.2.1     
── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag()    masks stats::lag()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors

library(plotly)

Warning: package 'plotly' was built under R version 4.5.3

Attaching package: 'plotly'

The following object is masked from 'package:ggplot2':

    last_plot

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    filter

The following object is masked from 'package:graphics':

    layout

library(wordcloud)

Warning: package 'wordcloud' was built under R version 4.5.3

Loading required package: RColorBrewer

library(DT)
library(stringr)
library(readr)
library(tools)

zip_path <- "C:/Users/marti/Downloads/PSJobs201606_202603.zip"
extract_dir <- file.path(tempdir(), "psjobs_extract")

if (!dir.exists(extract_dir)) dir.create(extract_dir, recursive = TRUE)

if (!file.exists(zip_path)) {
  stop("ZIP file not found: ", zip_path)
}

unzip(zip_path, exdir = extract_dir)

job_files <- list.files(
  extract_dir,
  recursive = TRUE,
  full.names = TRUE
)

job_files <- job_files[grepl("\\.(txt|html|htm|pdf|doc|docx)$", job_files, ignore.case = TRUE)]

if (length(job_files) == 0) {
  stop("No supported files found in ZIP.")
}

article_data <- tibble(
  article_id = seq_along(job_files),
  filename   = basename(job_files),
  full_path  = job_files
) %>%
  mutate(
    extension   = tolower(file_ext(filename)),
    time_period = str_extract(filename, "20\\d{2}|19\\d{2}"),
    time_period = as.integer(time_period)
  )

# ---- Plot 1: files by year ----
year_counts <- article_data %>%
  filter(!is.na(time_period)) %>%
  count(time_period, name = "n")

p1 <- ggplot(year_counts, aes(x = time_period, y = n)) +
  geom_col() +
  theme_minimal() +
  labs(
    title = "Number of files by year",
    x = "Year",
    y = "Number of files"
  )

ggplotly(p1)

# ---- Plot 2: files by extension ----
ext_counts <- article_data %>%
  count(extension, name = "n") %>%
  arrange(desc(n))

p2 <- ggplot(ext_counts, aes(x = reorder(extension, n), y = n)) +
  geom_col() +
  coord_flip() +
  theme_minimal() +
  labs(
    title = "Number of files by file type",
    x = "File type",
    y = "Number of files"
  )

ggplotly(p2)

# ---- Word cloud from filenames only ----
filename_words <- article_data %>%
  mutate(filename_clean = filename %>%
           str_remove("\\.[^.]+$") %>%
           str_to_lower() %>%
           str_replace_all("[^a-z0-9 ]", " ")) %>%
  select(filename_clean) %>%
  separate_rows(filename_clean, sep = "\\s+") %>%
  rename(word = filename_clean) %>%
  filter(word != "", !str_detect(word, "^\\d+$")) %>%
  count(word, sort = TRUE) %>%
  slice_head(n = 80)

wordcloud(
  words = filename_words$word,
  freq = filename_words$n,
  max.words = 80,
  random.order = FALSE
)

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# ---- Table ----
datatable(article_data, options = list(pageLength = 25), rownames = FALSE)

pkgs <- c("pdftools", "quanteda", "quanteda.textstats", "quanteda.textplots", "ggplot2")
new_pkgs <- pkgs[!pkgs %in% rownames(installed.packages())]
if (length(new_pkgs)) install.packages(new_pkgs)

library(pdftools)

Warning: package 'pdftools' was built under R version 4.5.3

Using poppler version 26.01.0

library(quanteda)

Warning: package 'quanteda' was built under R version 4.5.3

Package version: 4.4
Unicode version: 15.1
ICU version: 74.1

Parallel computing: 12 of 12 threads used.

See https://quanteda.io for tutorials and examples.

library(quanteda.textstats)

Warning: package 'quanteda.textstats' was built under R version 4.5.3

library(quanteda.textplots)

Warning: package 'quanteda.textplots' was built under R version 4.5.3

library(ggplot2)
 
# 1) Folder with your PDFs
pdf_folder <- "C:/Users/marti/OneDrive/Documents/Datasets/PSJobs201606_202603"
 
# 2) Get all PDF file paths
files <- list.files(pdf_folder, pattern = "\\.pdf$", full.names = TRUE)
 
# Stop early if no PDFs found
if (length(files) == 0) {
  stop("No PDF files found. Check your folder path.")
}
 
# 3) Read each PDF safely
# pdf_text() returns one character string per page, so we collapse pages into one doc
texts <- lapply(files, function(f) {
  tryCatch({
    paste(pdf_text(f), collapse = "\n")
  }, error = function(e) {
    NA_character_
  })
})

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PDF error: Could not parse ligature component "0127" of "_0127" in parseCharName
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# 4) Build a data frame
txt_df <- data.frame(
  doc_id = basename(files),
  text = unlist(texts),
  stringsAsFactors = FALSE
)
 
# 5) Keep only rows with usable text
txt_df <- subset(txt_df, !is.na(text) & nchar(text) > 500)
 
if (nrow(txt_df) == 0) {
  stop("No usable text was extracted from the PDFs.")
}
 
# Optional: inspect the first document
cat(substr(txt_df$text[1], 1, 500), "\n\n")

POLITICAL
SCIENCE
JOBS
Online journal from the American Political Science Association

June 2016 | Volume 5, Issue 6

ISSN 2167-8332



In this Issue
Career Resources
                   .
               Finding a Job in Political Science ......................                          3


Job Listings
                  .
               Administration .........................................................          4
                                    .
               American Government and P 

# 6) Create corpus
corp <- corpus(txt_df)
 
# 7) Tokenize and clean
toks <- tokens(
  corp,
  remove_punct = TRUE,
  remove_numbers = TRUE,
  remove_symbols = TRUE
)
 
toks <- tokens_tolower(toks)
toks <- tokens_remove(toks, stopwords("english"))
 
# Optional: remove common job-ad words
custom_stop <- c(
  "position", "positions", "university", "applicant", "applicants",
  "job", "jobs", "required", "candidate", "candidates"
)
 
toks_clean <- tokens_remove(toks, custom_stop)
 
# 8) Build dfm
dfmat <- dfm(toks_clean)
 
# 9) Diagnostics
print(dfmat)

Document-feature matrix of: 113 documents, 56,618 features (88.42% sparse) and 0 docvars.
                  features
docs               political science online journal american association june
  PSJobs201606.pdf       590     498    100      17      295          15  129
  PSJobs201607.pdf       622     521    107      22      235          11   22
  PSJobs201608.pdf       966     791    156      22      307          20   20
  PSJobs201609.pdf      1993    1611    316      20      640          27   29
  PSJobs201610.pdf      2434    2008    395      23      778          41   28
  PSJobs201611.pdf      1383    1118    202      13      486          21   21
                  features
docs               volume issue issn
  PSJobs201606.pdf      2     5    2
  PSJobs201607.pdf      3     5    2
  PSJobs201608.pdf      3     5    2
  PSJobs201609.pdf      5     5    2
  PSJobs201610.pdf      4     6    2
  PSJobs201611.pdf      3     5    2
[ reached max_ndoc ... 107 more documents, reached max_nfeat ... 56,608 more features ]

cat("Documents:", ndoc(dfmat), "\n")

Documents: 113 

cat("Features:", nfeat(dfmat), "\n")

Features: 56618 

cat("Total token count in dfm:", sum(dfmat), "\n")

Total token count in dfm: 11527559 

print(topfeatures(dfmat, 20))

     research     political       science      teaching          date 
       161087        151384        123757        119811         94253 
  application      politics        public  applications    department 
        87945         81917         81649         76178         73952 
       policy       faculty international     professor         ejobs 
        69905         68488         63743         63706         61225 
       salary      students          rank       college     assistant 
        54451         53527         53397         51330         48833 

# 10) Error fix:
# If custom_stop removed too much, rebuild without custom_stop
if (sum(dfmat) == 0) {
  message("dfm is empty after custom stopwords. Rebuilding with only standard stopwords...")
  dfmat <- dfm(toks)
  print(dfmat)
  cat("Documents:", ndoc(dfmat), "\n")
  cat("Features:", nfeat(dfmat), "\n")
  cat("Total token count in dfm:", sum(dfmat), "\n")
  print(topfeatures(dfmat, 20))
}
 
# If still empty, the PDF extraction is the problem
if (sum(dfmat) == 0) {
  stop("dfm still has no non-zero values. The extracted PDF text is too empty/garbled.")
}
 
# 11) Frequency table
freq <- textstat_frequency(dfmat, n = 20)
print(freq)

         feature frequency rank docfreq group
1       research    161087    1     113   all
2      political    151384    2     113   all
3        science    123757    3     113   all
4       teaching    119811    4     113   all
5           date     94253    5     113   all
6    application     87945    6     113   all
7       politics     81917    7     113   all
8         public     81649    8     113   all
9   applications     76178    9     113   all
10    department     73952   10     113   all
11        policy     69905   11     113   all
12       faculty     68488   12     113   all
13 international     63743   13     113   all
14     professor     63706   14     113   all
15         ejobs     61225   15     113   all
16        salary     54451   16     113   all
17      students     53527   17     113   all
18          rank     53397   18     113   all
19       college     51330   19     113   all
20     assistant     48833   20     113   all

# 12) Top-terms plot
ggplot(freq, aes(x = reorder(feature, frequency), y = frequency)) +
  geom_col(fill = "steelblue") +
  coord_flip() +
  theme_bw() +
  labs(
    title = "Top Terms in PSJobs PDFs",
    x = "Term",
    y = "Frequency"
  )

# 13) Word cloud
dfmat_trim <- dfm_trim(dfmat, min_termfreq = 10)
set.seed(100)
textplot_wordcloud(dfmat_trim)

Warning in wordcloud(x, min_size, max_size, min_count, max_words, color, :
commensurate could not be fit on page. It will not be plotted.

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constitutional could not be fit on page. It will not be plotted.

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# 14) KWIC for useful terms
kwic(toks, pattern = c("python", "sql", "research", "policy", "analysis"))

Keyword-in-context with 239,894 matches.                          
    [PSJobs201606.pdf, 41]
   [PSJobs201606.pdf, 229]
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                                      course syllabi salary competitive example
                                        veteran status strengths data intensive
                                        new areas position 12-month non-faculty
                                           fall position located odum institute
                           unc http://www.odum.unc.edu/ date posted campus-wide
                                 include developing facilitating data intensive
                                developing facilitating data intensive research
                                     supporting faculty members seeking develop
                                               take form full-time salary stage
                                     advanced topic candidate also preservation
                                         reuse encouraged apply expected active
                                          necessary collect manage prepare data
                                        facets data science related substantive
                                    methodological expertise hold holistic view
                            comparable training experience candidates statement
                                            director odum institute date posted
                                       teaching ability lead upper postdoctoral
                           interdisciplinary program integrates modern statisti
                                      inviting guest speakers cal computational
                                     science questions applicants proven record
                                      filled interests addition fellows conduct
                                              subject ejobs id choosing related
                                 attending seminars consulting faculty students
                                    politics account available equipment travel
                                georgia southern university classified doctoral
               applications applications submitted electronically comprehensive
                               emphasis academic distinction excellent teaching
                              providing employment opportunities qualified rank
                                      appointed position primarily working nary
                                              director david levy risj director
                                         project b knowledge experience network
                                             work one largest comparative media
                                           desk-based d strong statistical data
                                           data analysis data management skills
                                     data management skills research interviews
                   news report www.digitalnewsreport.org programming experience
                                        gardens oxford available b demonstrated
                                               among nations ber c demonstrated
                                         journalism media d experience managing
                                      d experience managing research assistants
                                    teams studies experience working desk-based
                                     equal opportunity affirmative tional media
                                                     lee kuan yew school public
                                                  yew date posted school public
                                                     lee kuan yew school public
                                   national university singapore premier public
                                expected demonstrate evidence rank postdoctoral
                       policy-relevant theoretically sound empirically grounded
                                 human values invites applications postdoctoral
                            applications postdoctoral research associate senior
                                       human values carry public administration
                               management reform successful candidate undertake
                                            provide support center's vpl public
                                 related discipline established record teaching
                                          teaching research area ability engage
                                            research area ability engage policy
                                 certificate following program promise proposed
                                             vitae brief statement past current
                                          brief statement past current research
                           fulfill primary specifically qualifications proposed
                                            work directly senior staff targeted
                                        materials must submitted online broader
                                                   research areas make bulk pew
                                              p.m est accept applica activities
                                             method letters reference ism media
                                            lacking elements listed may propose
                             subject university's background conduct background
                                   background conduct background research trend
                                       background research trend analysis check
                                        analysis check policy identify evaluate
                                                    center start date fall data
                                     data analysis application deadline conduct
                    statistics crosstabulations multivariate salary competitive
                                         data science techniques manual content
                                         techniques manual content analysis pew
                                              better understand role media rank
                                      research associate journalism society pew
                                             trends shaping america world write
                                    conducts public opinion polling demographic
                                                 media write blog posts content
                                      content analysis empirical social science
                                        requests information areas u.s politics
                                         journalism internet represent work pew
                                                pew assist needed promoting pew
                                               research center work via institu
                                               via institu research center take
                                    summary number-check fact-check reports pew
                                               reports pew research center need
                                          check trends support journalism media
                                       support journalism media research agenda
                                        shaping information landscape goal help
                            better understanding proven experience quantitative
                                               excel required knowledge stata r
                                         packages plus limited expertise survey
                            familiarity experience range statistical techniques
                             statistical techniques research approaches content
                                  contribute projects using experience managing
                                     research projects including working collab
                                  collab research methods oratively researchers
                                     contribute aspects wide range requirements
                                  research projects includes project management
                                      research strong background social science
                                news media journalism communication statistical
                         journalism communication statistical analysis addition
                                            science jobs june strong analytical
                                  editorial judgment proven ability communicate
 http://www.drexel.edu/cnhp/faculty/health-admin/ results clearly concisely pew
                                             staff across salary negotiable pew
                                            organizations ejobs id ability lead
                                      standards maintain accuracy rank director
                                       maintain accuracy rank director research
                                           carry projects start finish director
                                        projects start finish director research
                                    balance tasks simultaneously associate dean
                                  school international affairs seeking director
           apply http://www.click2apply.net/b6qz68j2k2 also assistant associate
                                           posted elliott school ranked foreign
                                                u.s director sponsored ejobs id
                         responsible supporting growth implementation sponsored
                                   school time devoted administration sponsored
                                             drexel university time can devoted
                                          include working closely faculty learn
                               research projects identifying pursuing sponsored
                                        drexel university office vice president
                                 non-tenure track university involved sponsored
                                    courses department best practices sponsored
                               services administration reporting associate dean
                                            work 2-3 years experience sponsored
                                    social science health-related quot director
                                         well salary competitive wanting pursue
                                         gambescia ing statistical analyst work
                                     mass democracy centenary college louisiana
                                     erc financed five-year centenary boulevard
                                      shreveport la collaboration major centres
                                essential goal datasets geocoding collaboration
                                      veteran status disability ing recognition
                                                    jobs june new school social
                                       immediately considered new school social
                                     field migration publication list statement
                                     housing benefits please creative community
                                           start date fall complemented network
                                           posted global network pursuit common
                                        york university abu dhabi distinguished
                                arts enterprise complemented institute advanced
                                         morton ssel director candidate conduct
                                  laboratory latin american collection teaching
                              experience conducting social science experimental
                                      candidate strong experimental design data
                                   llilas benson engages collaborative programs
                               working environment department combines teaching
                                   combines teaching research governance public
                              excellence scholarly activity commensurate social
                                          fall appointee required teach publish
                                  domestic politics foreign relations statement
                    mckenna@austin.utexas.edu relevant teaching experience good
                                 univer applicants required provide information
                                   university community engage actively quality
                                        consent rank assistant professor public
                                        subfield s public administration public
                             post correspondence position public administration
                            university programmes activities candidates primary
                            web site http://www.ln.edu.hk public administration
                               candidates notified public administration public
                                      related fields tenured appointment record
                                                 start date summer tenure major
                                         public rank assistant professor public
                               assistant professor public policy administration
                                        subfield s public administration public
                            qualified applicants position public administration
                                         without regard race candidates primary
                                    pregnancy gender iden public administration
                                      others share public administration public
                                community reflects diversity appointment record
                                      standards student population tenure major
                                   quintara miller public administration public
                                        october rank assistant professor public
                                        subfield s public administration public
                                     gender iden position public administration
                                  sexual orientation genetic candidates primary
                                status characteristic pro public administration
                                student population public administration public
                                      related fields tenured appointment record
                                                   start date fall tenure major
                             administration public mississippi state university
                                    mississippi rank associate professor public
                                        subfield s public administration public
                                    race faculty position public administration
                                       pregnancy gender iden candidates primary
                               sexual orientation genetic public administration
                                reflects diversity public administration public
                                  tenured student population appointment record
                                       productivity meet standards tenure major
                             administration public mississippi state university
                                    mississippi rank assistant professor public
                                        subfield s public administration public
                                     regard race position public administration
                                       pregnancy gender iden candidates primary
                               sexual orientation genetic public administration
                                reflects diversity public administration public
                                   quintara miller public administration public
                                  building diverse community reflects diversity
                                               issues related water may include
                                     environ student population mental politics
                                             date posted initiative wsi advance
                                 begins august recommendation letters statement
                                      ethnic minorities refugees immi expertise
                                          statistics big data analytics network
                                    youth teens impoverished visualization text
                          specific populations preferred candidates statistical
                                analytics skill-sets advanced statistics survey
                                       survey research methods geo quantitative
                            research opportunities abound collaboration spatial
                                          political science sociology well text
                   visualization computer programming experi cross-disciplinary
                                      engineering medicine public health public
                                     liberal arts sciences latest instructional
                                             within hours new york philadelphia
                                   philadelphia research teaching well interest
                                  nation one sea-grant institutions candidate’s
                                     experts advancement teaching classifies ud
                                        candidate position expected tywith high
                                     science engineering nationally recog nized
                                             nized research carnegie rated high
                           ph.d computational statistical administration public
                                  letters reference addressed related sponsored
                                    institute hub theoretical empirical applied
                                    theoretical empirical applied research high
                                       graduate programs hosts thousands public
                                   quality nary interaction faculty departments
                                          college offers strong support faculty
                                 research teach salary competitive complemented
                                    book dissertation chapter provides evidence
                                candidates strong commitment arctic combination
                                  climate change undergraduate education active
                                    system international relations law politics
                               vitae evidence teaching effectiveness engagement
                            inquiries candidates undergraduate education active
                                       studies applicant expected pursue active
                                           candidates also start date empirical
                                              s one academic reference familiar
                                 required columbia university rank postdoctoral
                                     life columbia university supports academic
                                         south appalachians north radford whose
                                well professional internships provide opportuni
                                         preparing careers faculty mem proposed
                               mission institution faculty encouraged co-author
                                        letter house array specialized teaching
                                      scheduled open fall dissertation abstract
                               dissertation abstract research proposal two-page
                               application process addressed college’s academic
                                       university virginia rank nuffield senior
                                         rank deolazarra fellow nuffield senior
                             university virginia's program political philosophy
                                 applicants must specialize contemporary politi
                                    evaluation leadership undertake world class
                                       political theory important issues public
                               selective interdisciplinary direction lead major
                                         theory develop broaden range political
                                         context capstone seminar fellow theory
                                          august candidates must combine strong
                                   posting successful candidate nuffield senior
                                   may international reputation ability conduct
                                          capable operating level professor top
                                    open filled well-articulated plan sustained
                                       rank lecturer cation including statement
                            detailing teaching georgetown university philosophy
                                      expected dfw international airport active
                                                  tcu eo politics ethics public
                                              letter cv three letters statement
                            teaching experience applications sample publication
                                    campuses smoke tobacco-free campuses resume
                                  recipient fellowship rank postdoctoral fellow
                                     searching lows program postdoctoral fellow
                                   framers american constitution course related
                                        protected category ber july appointment
                       program digital curriculum specializations environmental
                                        environmental policy health care energy
                                         cece possibilities include new program
                                           evening weekends online serve public
                                         online serve public policy specialized
                                               innovations program can e health
                                  gain expertise working collaborating continue
                                          law complete details university’s eeo
                                     letter interest curriculum vitae statement
                                            face online cohorts conduct publish
                                   safety report qualifications campus security
                          university northridge made crime-reporting statistics
                                    successful teaching peer reviewed published
                                 administration carry program assessment public
                                    activity field public administration public
                                           bridgewater state univer tion public
                                   mpa-level hours discipline courses budgeting
                                      immediately continue position tion public
                                 political science public administration public
                                             can politics urban politics public
                                       washington d.c internship georgia’s four
                                         spring semester growth university high
                                    philosophy three letters reference earliest
                                        convenience position remain open filled
                                 confidential politics well introductory course
                         specializations subfields public administration public
                                          s american government politics public
                                          international affairs hat tion public
                              political institutions additional strength public
                                professor practice public administration public
                                   including pregnancy gender iden department's
                               characteristic pro potential excellence teaching
                                     application deadline open filled scholarly
                            http://jobs.usm.edu rank assistant professor public
                                        subfield s public administration public
                                encouraged apply position public administration
                             employment opportunity employer candidates primary
                             institution university south public administration
                         international development public administration public
                      affairs website http://usm.edu/polisci appointment record
                                                   start date fall tenure major
                             administration public mississippi state university
                                    mississippi rank assistant professor public
                                        subfield s public administration public
                                     regard race position public administration
                                       pregnancy gender iden candidates primary
                               sexual orientation genetic public administration
                                reflects diversity public administration public
                                  tenured student population appointment record
                                       productivity meet standards tenure major
                                         public rank assistant professor public
                               assistant professor public policy administration
                                        subfield s public administration public
                            qualified applicants position public administration
                                         without regard race candidates primary
                                        science jobs june public administration
                                reflects diversity public administration public
                                  tenured student population appointment record
                                                   start date fall tenure major
                             administration public mississippi state university
                                    mississippi rank associate professor public
                                        subfield s public administration public
                              applicants faculty position public administration
                                         without regard race candidates primary
                                    pregnancy gender iden public administration
                                      others share public administration public
                                community reflects diversity appointment record
                                      standards student population tenure major
                             administration public mississippi state university
                                        october rank assistant professor public
                                        subfield s public administration public
                                     regard race position public administration
                                       pregnancy gender iden candidates primary
                               sexual orientation genetic public administration
                                reflects diversity public administration public
                                   quintara miller public administration public
                                            three hours assigned time available
                                        assigned time available research active
                                 political science public administration public
                                        subfield s public administration public
                                       graduate courses public advisor teaching
                                            three hours assigned time available
                                 tive governance leadership e-governance social
                                  college level working university-based public
                                  affairs experience obtaining external ronment
                                      begin september address applica co-author
                                            ca house array specialized teaching
                                            equal opportunity title ix employer
                                      either sole instructor teaching assistant
                                     letter interest curriculum vitae statement
                                          s american government politics public
                             council responsibility leadership academic program
                                   comparative politics grams related scholarly
                                  academic disciplinary area possess philosophy
                                          written curriculum vitae unique among
                                         utep dedicated becoming first national
                                            pols two sections american politics
                               fall excellence equity outstanding undergraduate
                        opportunities experiential learning community-based lic
                               experiential learning community-based lic policy
                     studies expanding community internships community-oriented
                                                    pdf order listed can public
                                                date fall united nations global
                                    american universities rutgers among leading
                                    commitment 2016-17 academic year applicants
                                    comparative politics related areas specific
                               assist institutional grant applications planning
                                            hosting events working team student
                                              diverse faculty staff tics public
                                      evidence scholarly teaching activi public
                                                 sci rank united nations global
                                  public evidence scholarly teaching activities
                                             attach teach united nations global
                                          s american government politics public
                                        assistant professor u.s politics public
                                          s american government politics public
                                      public policy leadership academic program
                                     science department grams related scholarly
                                               el paso community director staff
                                           utep students affiliated faculty cam
                                       officials spon course substantive public
                                    events activities throughout year including
                                     throughout year including policy education
                                    department seeks candidates strong teaching
                                           new program highly desirable example
                                           inquiry practice campus unique among
                                            date spring becoming first national
                                       applications begin april continue public
                            public policy specific specialization environmental
                                         gender identity expected pursue active
                                 college appointment must specialization public
                               professor american politics jurisprudence mental
                                      assistant professor range concomitant lic
                                       equal opportunity affirmative can public
                                         open rank public administration public
                                    activity field public administration public
                                              learning ability work tion public
                                       university considered one georgia’s four
                                        state university growth university high
                                          full-time faculty members tion public
                                            science public pols domestic issues
                                  identifiable pols intro public administration
                                     irc18893 politics well introductory course
                    subfields dickson@sandiego.edu public administration public
                                          s american government politics public
                                          international affairs hat tion public
                              political institutions additional strength public
                                professor practice public administration public
                                      degree phd political science department's
                                     ph.d required public administration public
                                  level practical potential excellence teaching
                                             can politics urban politics public
                                            courses per academic year scholarly
                                                   start date fall tenure major
                                         public rank assistant professor public
                               assistant professor public policy administration
                                        subfield s public administration public
                            qualified applicants position public administration
                                         without regard race candidates primary
                                    pregnancy gender iden public administration
                                      others share public administration public
                                community reflects diversity appointment record
                                      standards student population tenure major
                                   quintara miller public administration public
                                    mississippi rank assistant professor public
                                        subfield s public administration public
                                     regard race position public administration
                                       pregnancy gender iden candidates primary
                               sexual orientation genetic public administration
                                reflects diversity public administration public
                                  tenured student population appointment record
                                                   start date fall tenure major
                                         public rank assistant professor public
                               assistant professor public policy administration
                                        subfield s public administration public
                            qualified applicants position public administration
                                         without regard race candidates primary
                                    pregnancy gender iden public administration
                                      others share public administration public
                                community reflects diversity appointment record
                                   quintara miller public administration public
                                         filled rank assistant professor public
                                        subfield s public administration public
                             orientation genetic position public administration
                                   status characteristic pro candidates primary
                         welcome nominations applications public administration
                                       ph.d degree public administration public
                                           rank open rank public administration
                                        subfield s public administration public
                                          urban rank associate professor public
                                        subfield s public administration public
                                  administration public policy advisor teaching
                                 tive governance leadership e-governance social
                              government faculty position public administration
                                must demonstrated excellence candidates primary
                             scholarly activity involving public administration
                                multicultural envi public administration public
                                      fields tenured ronment appointment record
                                               service public good tenure major
                                        public administration public law public
                                  american political science association public
                                      granting tenure renewal contracts offered
                                     annual review contribution required access
                                   research materials equipment much employment
                                            candidate questions ask jcq program
                               university invites inquiries nominations applica
                                applicant materials received september centered
                  addresses responsibilities requirements described environment
                               diversity committed equal tunities undergraduate
                 international required qualifications include student-centered
                                 science preferred public administration public
                                   largest academically diverse school teaching
                            faculty including tenure-line public administration
                                    participate ph.d programs master’s programs
                                                 nate senior level track record
                                          foreign service mccourt school public
                                   college strated record excellence university
                                    ence independently funded program scholarly
                                    demonstrated ability potential high quality
                                        subfield s public administration public
                                     political science program advisor teaching
                                 tive governance leadership e-governance social
                                          states dates can demonstrate teaching
                                     vita teaching evaluation summaries samples
                                  functions cause postdoctoral associate survey
                                                 start date fall social science
                              filled applications postdoctoral associate survey
                         primary responsibilities collaborate salary negotiable
                                     campus issues survey design implementation
                                       teach workshops develop resources survey
                                               rank open rank american politics
                                 tenured associate experience conducting survey
                              science discipline associate expected participate
                                    helpdesk professor political science public
                                           just miles west boston congressional
                                 university committed inclusive excellence rank
                                                faculty staff subfield s public
                        commitment excellence diversity inclusion congressional
                                       congressional research service crs seeks
                                 diversity heed award authoritative legislative
                                  heed award authoritative legislative research
                                award authoritative legislative research policy
                                  area congress congressional committees public
            legislature considers visit http://www.framingham.edu/careers learn
                                    framingham state university job description
                                   duties department politi section development
                                 department politi section development research
                                  include duties include undergraduate teaching
                                  ensuring work results objective authoritative
                                       assistant requests concerns needs within
                                    required ph.d expected managing supervising
                                     position descrip highly motivated talented
                              highest level nonpartisan authoritative objective
                                             apply read wheaton college manages
                              www.wheaton.edu deputy assistant director ensures
                                     deputy assistant director ensures research
                                   relevant congres application deadline sional
                                       making leads plans organizes coordinates
                                           research date posted including major
                                                  id plinary nature may include
                                 research performed outside consultants ensures
                                 performed outside consultants ensures research
                    assistant professor authoritativeness accessibility reviews
                                              research ensure subfield s public
                             administration american govern complements service
                              standards specializations urban politics economic
                                                 policy health care adheres crs
                                      track assistant professor position public
                                    strategic goals department seeks candidates
                                 oversees specialization following areas public
                          implementation crs-wide policies procedures standards
                                    policies procedures standards policy social
                                      acclimate changing local government urban
                                             expertise areas needs congress crs
                                    body american society administration public
                                 identifying teaching areas teaching philosophy
                            excellent educational opportunities students public
                             department political science public administration
                                          expected ejobs id employ quantitative
                                         department also regularly teach senior
                       collectively particularly interested applicants teaching
                                  majors especially interested candi laborative
                                       lives encourage interested n qualitative
                             position apply complement multivariate statistical
                                     curriculum vitae evidence teaching ability
                                   advising mentoring students carrying program
                                    teaching undergraduate level well scholarly
                             perspectives identities applications canist public
                             committee department political introductory public
                                                   oak drive hamilton ny health
                                   script three letters recommendation teaching
                                             color national origin religion age
                             characteristic context successful candidate strong
                                           submit curriculum vitae cover letter
                                         hire department seeks candidates whose
                                   chair search politics federalism bureaucracy
                          comparative poli developing facilitating high-profile
                                     external funding support ccps institutions
                                   college christian co-educational high impact
                                  christian co-educational high impact research
                                     co-educational high impact research policy
                    establishment ccps facilitated collaborative qualifications
                                              genuine scholarly prom demics put
                             funded email letters recommendation ryden@hope.edu
                                         cover letter curriculum vita statement
                                     conferences academic forums since founding
                               successfully solicited salary negotiable funding
                                       since founding sponsored thirty visiting
                                 politics law criminology public administration
                                  american politics centers government business
                                     assistant application deadline open filled
                                     letter interest curriculum vitae statement
             adafacultystaff@miamioh.edu phone applications including statement
                                     interests curriculum 529-3560 vitae sample
                                      cations potential collaborate uwf faculty
                              electioneering postdoctoral associate pursue ence
                              local national international employment elections
                                   university hbcu land-grant public university
                                  demonstrated ability work salary quantitative
                                      ejobs id participation conferences panels
                                     letter interest curriculum vitae statement
                                      academic coordinator searching col league
                                            american political econ tics public
                                     must successfully completed later december
                             dc university enrolls approximately undergraduates
             
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 political journal published monthly american                                                  
 listings rights reserved total listings                                                       
 support pre-tenure faculty matching percentage                                                
 materials equipment much employment research                                                  
 assistants apsa job candidate questions                                                       
 expenses campus information jcq program                                                       
 writing entails design teaching master’s                                                      
 support writing projects including twice                                                      
 experts aca experience preferred demics                                                       
 assistant ning experience preferred capitol                                                   
 assistant independently provides direct ferred                                                
 writing administrative support coordinates special                                            
 research professor interna tional affairs                                                     
 professor interna tional affairs duties                                                       
 research professor international affairs develops                                             
 professor international affairs develops internship                                           
 george washington university’s dents offices                                                  
 manages relations chicago campus student                                                      
 professor teaches credit-bearing internship seminar                                           
 one top ten teaches additional                                                                
 responsible supporting growth implementation sponsored                                        
 elliott school time qualifications devoted                                                    
 phd strongly preferred relevant discipline                                                    
 teaching management experience educational setting                                            
 projects identifying pursuing sponsored research                                              
 demonstrate familiarity jesuit higher education                                               
 parts additional information university involved                                              
 process staying abreast best practices                                                        
 international affairs faculty appointment full-time                                           
 elliott school track one-year renewable                                                       
 track record budget managed political                                                         
 quot subject line start date                                                                  
 administration specializations public finance budgeting                                       
 one individual end qualified individuals                                                      
 interest religion marital status pregnancy                                                    
 required may submit additional recommendation                                                 
 scholar bia.edu applicants central quickfind                                                  
 teaching scholarship rank term position                                                       
 methods comparative politics august discipline                                                
 engages critical interpretive historical genealogi                                            
 scholars expected develop make progress                                                       
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 proposal two-page research plan scholarship                                                   
 plan scholarship nation global community                                                      
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 institute sri conducts studies ccps                                                           
 projects creat including wisconsin public                                                     
 policy analysis st norbert college                                                            
 analysis st norbert college prides                                                            
 st norbert college prides offering                                                            
 projects organized hundreds forums conferences                                                
 findings practice new director undergraduates                                                 
 expected continue legacy position ccps                                                        
 high impact publications teaching depending                                                   
 interests statement vision ccps contact                                                       
 sorenson@snc.edu addressed dr john dose                                                       
 educational activities student scholarships since                                             
 fel lows current ejobs listings                                                               
 application admission processes educational programs                                          
 arts located nation’s capital information                                                     
 experience area teaching interest date                                                        
 ejobs id interests teaching philosophy                                                        
 interests curriculum possible intercollegiate departments                                     
 three letters recommendation american studies                                                 
 assistant center effective public management                                                  
 assistance communications support senior recommendation                                       
 staff undertakes independent research assignments                                             
 assignments min must submitted via                                                            
 employer committed increasing diversity faculty                                               
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 date posted reform media studies                                                              
 compiles reads abstracts synthesizes analyzes                                                 
 products preparation candidate teach five                                                     
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 methods instructor coordinates cepm's director                                                
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 posts necessary includes full health                                                          
 contemporary politics middle east israeli                                                     
 methods education experience requirements one                                                 
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 resources applicants send cover letter                                                        
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 grants community partnerships emphasis elec                                                   
 collaboration departmental faculty work start                                                 
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 methods applied study elections letter                                                        
 groups related interests evidence teaching                                                    
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 ejobs id subfield s american                                                                  
 methodology iowa state university assistant                                                   
 year appointment 2016-2017 academic year                                                      
 methods course required political science                                                     
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 areas environmental three years depending                                                     
 education policy strongly encouraged time                                                     
 strongly encouraged time part-time required                                                   
 related discipline jd evidence scholarly                                                      
 salary shall commensurate experience appropriate                                              
 teaching interests american political econ                                                    
 professional activity support situated submit                                                 
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 evidence teaching effec dc university                                                         
 abilities firmly committed multicultural environment                                          
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 delivery profit manage opportunity affirmative                                                
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 teaching load three courses per                                                               
 institutions utep enrolls philosophy copies                                                   
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 college liberal arts chairs council                                                           
 activities associated theory judicial politics                                                
 interests staff mcdaniel college maryland                                                     
 american political thought selective utep                                                     
 environ start date spring mental                                                              
 application deadline open filled date                                                         
 persons regardless race color sex                                                             
 specific specialization environmental policy director                                         
 director program constitutional government center                                             
 agenda serve politics emphasis theoretical                                                    
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 pursuits openness peda wesleyan university                                                    
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 pols position assistant professor level                                                       
 director assist institutional grant applications                                              
 dental college situated vibrant neighborhoods                                                 
 internships politics department helped lead                                                   
 employer fully dedicated achieving diverse                                                    
 expected residence application deadline open                                                  
 focuses american constitutional political development                                         
 department government georgetown university invites                                           
 background benefits provided office space                                                     
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 interests institute university ph.d political                                                 
 proposal prisonsandjustice.georgetown.edu seeking develop pages                               
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 associate american scholars american politics                                                 
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 start date fall expertise candidate                                                           
 ber july appointment research associate                                                       
 associate mentoring nyhan faculty associated                                                  
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 evidence teaching effectiveness doctoral social                                               
 materials chafinca@miamioh.edu fellowship can extended                                        
 interests methodological expertise encourages applications                                    
 interests longer two pages application                                                        
 dartmouth college rank postdoctoral fellow                                                    
 fellows full-time appointment 2016-2017 academic                                              
 techniques contemporary social macon campus                                                   
 atlanta success excellent writing organizational                                              
 subfield s american government politics                                                       
 augusta university department political science                                               
 candidates must master’s degree phd                                                           
 closely related field teaching paa-accredited                                                 
 state local gov state university                                                              
 comprehensive universities university program run                                             
 activity teaching excellence founded university                                               
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 considered please address correspondence dr                                                   
 methods course groups encouraged apply                                                        
 required ph.d political science related                                                       
 pub demonstration teaching excellence evidence                                                
 university southern mississippi's department political                                        
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 service science department department serves                                                  
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 projects creat information bases federal                                                      
 policy analysis salary competitive ejobs                                                      
 analysis salary competitive ejobs id                                                          
 salary competitive ejobs id since                                                             
 projects organized hundreds forums conferences                                                
 findings practice new director ernment                                                        
 high impact publications teaching depending                                                   
 offering seminars lectures inviting guest                                                     
 non-tenure track non-renewable position administered                                          
 www.usna.edu/hro/jobinfo/dvpnationalsec.php focus center congress presidency                  
 fellows administrative staff see website                                                      
 educational activities student scholarships american                                          
 fel rank director center congressional                                                        
 director center congressional presidential studies                                            
 arts located nation’s capital information                                                     
 projects creat affiliation source income                                                      
 policy analysis salary competitive ejobs                                                      
 analysis salary competitive ejobs id                                                          
 salary competitive ejobs id since                                                             
 projects organized hundreds forums conferences                                                
 findings practice new director rank                                                           
 high impact publications teaching depending                                                   
 institu please submit applications via                                                        
 interests member university system georgia                                                    
 institution southeast georgia references electronic                                           
 mission colleges georgia southern offers                                                      
 fellows administrative staff see website                                                      
 student success georgia southern presidency                                                   
 educational activities student scholarships environment                                       
 fel lows founded georgia southern                                                             
 safe main street community approximately                                                      
 arts located educational opportunities offering                                               
 research methods desirable required least                                                     
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 complete substantial number courses must                                                      
 program college william mary second                                                           
 position filled preferred position starting                                                   
 tradition ejobs id service community                                                          
 interests teaching experience philosophy online                                               
 methods comparative politics east carolina                                                    
 methods quantitative methods within several                                                   
 center jwac functional component cant                                                         
 project aimed developing advanced tools                                                       
 ideal candidates experience federal state                                                     
 ment organizational dynamics start date                                                       
 applications completed june guaranteed full                                                   
 women poli access employer committed                                                          
 methods university mannheim looking established                                               
 area interest field comparative politics                                                      
 contribute service discipline community candidate                                             
 gess mannheim centre european social                                                          
 methods mzes collaborative research centre                                                    
 centre sfb political economy reforms                                                          
 qualifications cv addition applicants application                                             
 service liberal arts sciences consistently                                                    
 studies strongly encouraged apply subfield                                                    
 apply applications made online http://www.utm                                                 
 studies master’s transcripts official unofficial                                              
 studies prepared ejobs id teach                                                               
 uni candidate teach five courses                                                              
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 associate japan program walter h                                                              
 center seeking research associate ph.d                                                        
 associate ph.d political science iowa                                                         
 position one-year fixed-term renewable based                                                  
 associate assist faculty members japan                                                        
 travel support work guest instructors                                                         
 associate help japan program organize                                                         
 associate contribute japan program subfield                                                   
 related japan present research japan                                                          
 japan program colloquium department political                                                 
 judicial politics comparative politics appointment                                            
 outreach projects japan program august                                                        
 agenda curriculum vitae teaching state                                                        
 teaching clinical mis tcu online                                                              
 scholar requisition id tinue position                                                         
 agenda demonstrate potential high-quality teaching                                            
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 agenda cv unofficial graduate ties                                                            
 salary rank executive director zolberg                                                        
 new york city seeks fill                                                                      
 teach immediately applications accepted position                                              
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 methods course though encourage applications                                                  
 appointed tenured faculty effective candidate                                                 
 manner scholarship appropriate career stage                                                   
 required ph.d political science related                                                       
 publication traditional public pedagogical scholarship                                        
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 student success georgia southern offers                                                       
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 research methods desirable required department                                                
 methods desirable required department political                                               
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 program college tions begins june                                                             
 dissertation abstract teaching interests course                                               
 proposal two-page research plan scholarship                                                   
 plan scholarship effectiveness chapter-length article-length                                  
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 teaching scholarship rank teaching assistant                                                  
 engages critical interpretive historical genealogi                                            
 tradition religion politics middle east                                                       
 scholars expected develop make progress                                                       
 project teach one class participate                                                           
 publica areas eurasia middle east                                                             
 teaching capacity includes twentieth fields                                                   
 cation interpersonal pastoral organisational skills                                           
 methods quantitative methods salary negotiable                                                
 center jwac functional component ejobs                                                        
 project aimed developing advanced tools                                                       
 ideal candidates experience appoint full-time                                                 
 relations association st catherine’s college                                                  
 topic focused twentieth century international                                                 
 international relations take responsibility apply                                             
 profile london school economics offer                                                         
 profile tional trade offer occupational                                                       
 profile current ejobs listings www.apsanet.org/jobs                                           
 queries applying online system require                                                        
 politics uk time regrettably unable                                                           
 candidates completed phd broad suny                                                           
 politics relevant teaching experience outstanding                                             
 skills excep demonstrated expertise teacher                                                   
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 women poli quoting reference tics                                                             
 methods fixed term appointment months                                                         
 area interest option annual renewal                                                           
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 profile methods offer occupational pension                                                    
 qualifications cv addition applicants prepared                                                
 interests curriculum suny geneseo affirmative                                                 
 three letters recommendation access employer                                                  
 national university tional relations 2016-2017                                                
 institution asia invites position depends                                                     
 teaching expertise completed ph.d tics                                                        
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 excellence vitae evidence teaching ability                                                    
 teaching excellence candidates committed highest                                              
 research communities ship professional activities                                             
 communities ship professional activities development                                          
 uni cover note versities us                                                                   
 increasing diversity faculty women minorities                                                 
 national university singapore 469c bukit                                                      
 studies singapore subfield s comparative                                                      
 deadline applications june shortlisted department                                             
 studies master’s lee kuan yew                                                                 
 www.lkyspp.nus.edu.sg program beginning sept appointment                                      
 studies prepared rutgers university new                                                       
 methods instructor including role democracy                                                   
 uni international relations race ethnicity                                                    
 meth versities us canada rutgers                                                              
 research three letters recommendation https                                                   
 three letters recommendation https apply                                                      
 methods continue job filled current                                                           
 addi salary tionally give lectures                                                            
 service position requires ph.d political                                                      
 agenda commit university west florida                                                         
 performance affirmative action employer individual                                            
 paper e-verify requirements may apply                                                         
 teaching interests curriculum vitae three                                                     
 grants community partnerships security studies                                                
 cybersecurity threat assess letter interest                                                   
 networking deadline applications july current                                                 
 associate assist faculty members japan                                                        
 associate help japan program organize                                                         
 scholars work pi team identify                                                                
 international logistics relations applications welcome                                        
 vanderbilt university publish report japan                                                    
 associate contribute japan program tional                                                     
 related japan research uses analytically                                                      
 uses analytically rigorous research methods                                                   
 methods study present research japan                                                          
 japan program colloquium political economy                                                    
 builds synergies within department research                                                   
 postdoctoral scholars expected teach one                                                      
 outreach projects japan program time                                                          
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 project hope accomplish vanderbilt information                                                
 teaching clinical mis university committed                                                    
 scholar requisition id minorities members                                                     
 associate rank visiting assistant professor                                                   
 department political science vanderbilt university                                            
 associate ph.d political science applications                                                 
 fund appointment current ejobs listings                                                       
 agenda demonstrate date posted potential                                                      
 travel support competitive miami university                                                   
 agenda cv unofficial graduate appropriate                                                     
 ejobs id rank executive director                                                              
 new york city seeks fill                                                                      
 equal opportunity activities programs including                                               
 offering seminars lectures inviting guest                                                     
 office academic dean provides dvp                                                             
 designs inter office administrative support                                                   
 proposal course information position apply                                                    
 start date fall supervised learning                                                           
 present ideas write results mississippi                                                       
 adjunct instructor application quot optional                                                  
 search mississippi state university p.o                                                       
 methods quantitative methods urban area                                                       
 center jwac functional component places                                                       
 project aimed developing advanced tools                                                       
 ideal candidates experience ment political                                                    
 organizational dynamics start date fall                                                       
 methods instructor link titled jwac                                                           
 meth salary ods beginning september                                                           
 able teach one following areas                                                                
 methods comparative politics science research                                                 
 methods focus africa hope college                                                             
 uni america versities us canada                                                               
 defended dissertations august exception subfield                                              
 may made otherwise well-qualified applicant                                                   
 james madison university invites applications                                                 
 methods course required political science                                                     
 administration majors ability offer upper-level                                               
 areas environmental policy education policy                                                   
 education policy strongly encouraged university                                               
 strongly encouraged university perform background                                             
 skills review applications begin may                                                          
 salary shall commensurate experience ejobs                                                    
 education well expand anyone questions                                                        
 office equal opportunity 568-6991 associate                                                   
 application deadline open filled social                                                       
 training support mission consistent salary                                                    
 research proposals supporting faculty members                                                 
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 proposals contributing university virginia development                                        
 data lifecycle design data-intensive full-time                                                
 data reuse encouraged apply expected                                                          
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 ph.d social science discipline expected                                                       
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 social science member data@carolina                                                           
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 www.lkyspp.nus.edu.sg email kanti salary bajpai                                               
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 associate values public life high                                                             
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 projects organized hundreds forums conferences                                                
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[ reached max_nrow ... 238,894 more matches]

# 15) Selected skill counts
skill_words <- c("python", "sql", "research", "policy", "analysis", "stata", "r")
 
skill_counts <- data.frame(
  skill = skill_words,
  count = sapply(skill_words, function(w) {
    if (w %in% featnames(dfmat)) as.numeric(sum(dfmat[, w])) else 0
  })
)
 
print(skill_counts)

            skill  count
python     python    505
sql           sql    101
research research 161087
policy     policy  69905
analysis analysis   8296
stata       stata    653
r               r   1832

# 16) Colored skill chart
ggplot(skill_counts, aes(x = reorder(skill, count), y = count, fill = skill)) +
  geom_col(width = 0.7) +
  coord_flip() +
  scale_fill_manual(values = c(
    "python" = "#4E79A7",
    "sql" = "#F28E2B",
    "research" = "#E15759",
    "policy" = "#76B7B2",
    "analysis" = "#59A14F",
    "stata" = "#EDC948",
    "r" = "#B07AA1"
  )) +
  theme_bw() +
  labs(
    title = "Selected Skill Mentions in PSJobs PDFs",
    x = "Skill",
    y = "Count"
  ) +
  theme(
    legend.position = "none",
    plot.title = element_text(hjust = 0.5, face = "bold")
  )