Influence of Political Affiliation on Perceived Media Bias And
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Information Gatekeeping and Media Bias
A Service of Leibniz-Informationszentrum econstor Wirtschaft Leibniz Information Centre Make Your Publications Visible. zbw for Economics Eraslan, Hülya; Özertürk, Saltuk Working Paper Information gatekeeping and media bias Working Paper, No. 1808 Provided in Cooperation with: Koç University - TÜSİAD Economic Research Forum, Istanbul Suggested Citation: Eraslan, Hülya; Özertürk, Saltuk (2018) : Information gatekeeping and media bias, Working Paper, No. 1808, Koç University-TÜSİAD Economic Research Forum (ERF), Istanbul This Version is available at: http://hdl.handle.net/10419/202982 Standard-Nutzungsbedingungen: Terms of use: Die Dokumente auf EconStor dürfen zu eigenen wissenschaftlichen Documents in EconStor may be saved and copied for your Zwecken und zum Privatgebrauch gespeichert und kopiert werden. personal and scholarly purposes. Sie dürfen die Dokumente nicht für öffentliche oder kommerzielle You are not to copy documents for public or commercial Zwecke vervielfältigen, öffentlich ausstellen, öffentlich zugänglich purposes, to exhibit the documents publicly, to make them machen, vertreiben oder anderweitig nutzen. publicly available on the internet, or to distribute or otherwise use the documents in public. Sofern die Verfasser die Dokumente unter Open-Content-Lizenzen (insbesondere CC-Lizenzen) zur Verfügung gestellt haben sollten, If the documents have been made available under an Open gelten abweichend von diesen Nutzungsbedingungen die in der dort Content Licence (especially Creative Commons Licences), you genannten Lizenz gewährten Nutzungsrechte. may exercise further usage rights as specified in the indicated licence. www.econstor.eu KOÇ UNIVERSITY-TÜSİAD ECONOMIC RESEARCH FORUM WORKING PAPER SERIES INFORMATION GATEKEEPING AND MEDIA BIAS Hülya Eraslan Saltuk Özertürk Working Paper 1808 March 2018 This Working Paper is issued under the supervision of the ERF Directorate. -
Studying Political Bias Via Word Embeddings
Studying Political Bias via Word Embeddings Josh Gordon Marzieh Babaeianjelodar Jeanna Matthews Clarkson University jogordo,babaeim,[email protected] ABSTRACT 1 INTRODUCTION Machine Learning systems learn bias in addition to other patterns In 2016, Bolukbasi et al. [1] published an influential paper demon- from input data on which they are trained. Bolukbasi et al. pio- strating a method to quantify and remove gender bias that a ma- neered a method for quantifying gender bias learned from a corpus chine learning (ML) model learned from a corpus of human text. of text. Specifically, they compute a gender subspace into which This is important for revealing bias in human text as well as re- words, represented as word vectors, can be placed and compared ducing the impact biased ML systems can have on hiring, housing, with one another. In this paper, we apply a similar methodology and credit. In this paper, we explore how we might use a similar to a different type of bias, political bias. Unlike with gender bias, methodology to model other kinds of bias such as political bias. it is not obvious how to choose a set of definitional word pairs to As with gender, we begin as Bolukbasi et al. did with attempting compute a political bias subspace. We propose a methodology for to model political bias as simply two binary extremes along a single doing so that could be used for modeling other types of bias as well. axis. Neither gender nor political bias is as simple in the real world We collect and examine a 26 GB corpus of tweets from Republican as two points on a single axis, but we wanted to see how useful and Democratic politicians in the United States (presidential candi- this model could be in the case of political bias. -
Mass Media and the Transformation of American Politics Kristine A
Marquette Law Review Volume 77 | Issue 2 Article 7 Mass Media and the Transformation of American Politics Kristine A. Oswald Follow this and additional works at: http://scholarship.law.marquette.edu/mulr Part of the Law Commons Repository Citation Kristine A. Oswald, Mass Media and the Transformation of American Politics, 77 Marq. L. Rev. 385 (2009). Available at: http://scholarship.law.marquette.edu/mulr/vol77/iss2/7 This Article is brought to you for free and open access by the Journals at Marquette Law Scholarly Commons. It has been accepted for inclusion in Marquette Law Review by an authorized administrator of Marquette Law Scholarly Commons. For more information, please contact [email protected]. MASS MEDIA AND THE TRANSFORMATION OF AMERICAN POLITICS I. INTRODUCTION The importance of the mass media1 in today's society cannot be over- estimated. Especially in the arena of policy-making, the media's influ- ence has helped shape the development of American government. To more fully understand the political decision-making process in this coun- try it is necessary to understand the media's role in the performance of political officials and institutions. The significance of the media's influ- ence was expressed by Aleksandr Solzhenitsyn: "The Press has become the greatest power within Western countries, more powerful than the legislature, the executive, and the judiciary. One would then like to ask: '2 By what law has it been elected and to whom is it responsible?" The importance of the media's power and influence can only be fully appreciated through a complete understanding of who or what the media are. -
Qanon • 75 Years of the Bomb • Vaccine History • Raising
SQANON • K75 YEARS OF ETHE BOMB P• VACCINE HISTORYT • RAISINGI CTHE DEAD? Extraordinary Claims, Revolutionary Ideas & the Promotion of Science—Vol.25Science—Vol.25 No.4No.4 2020 $6.95 USA and Canada www.skeptic.com • WHAT IS QANON? • HOW QANON RECYCLES CENTURIES-OLD CONSPIRACY BELIEFS • HOW QANON HURTS THEIR OWN CAUSE • QANON IN CONSPIRATORIAL CONTEXT watch or listen for free Hear leading scientists, scholars, and thinkers discuss the most important issues of our time. Hosted by Michael Shermer. #146 Dr. DonalD Prothero— # 130 Dr. DeBra Soh—the end # 113 Dave ruBIn— # 106 Dr. DanIel ChIrot— Weird earth: Debunking Strange of Gender: Debunking the Myths Don’t Burn this Book: you Say you Want a revolution? Ideas about our Planet about Sex & Identity in our Society thinking for yourself in an radical Idealism and its tragic age of unreason Consequences #145 GreG lukIanoff—Mighty # 129 Dr. Mona Sue WeISSMark Ira: the aClu’s controversial involve- —the Science of Diversity # 112 ann Druyan—Cosmos: # 105 Dr. DIana PaSulka— ment in the Skokie case of 1977. Possible Worlds. how science and american Cosmic: ufos, # 128 MIChael ShellenBerGer civilization grew up together religion, and technology #144 Dr. aGuStIn fuenteS— —apocalypse never: Why environ- Why We Believe: evolution and the mental alarmism hurts us all human Way of Being # 127 Dr. WIllIaM Perry and #143 Dr. nICholaS ChrIStakIS— toM CollIna—the Button: the apollo’s arrow: the Profound and new nuclear arms race and Presi- enduring Impact of Coronavirus on dential Power from truman to trump the Way We live # 126 Sarah SColeS—they are #142 Dr. -
A Brief History of the National Schools Press Conference 2. Section 2: Legal Bases of the National Schools Press Conference
TABLE OF CONTENTS Foreword Part I: Background 1. Section 1: A Brief History of the National Schools Press Conference 2. Section 2: Legal Bases of the National Schools Press Conference Part II: Mission, Vision, Direction and Standards 1. Section 1: Mission & Vision of the NSPC 2. Section 2: Strategic Direction and Goals of the NSPC Part III: Terms of Reference and Accountability 1. Section 1: Technical Working Groups (TWG) 1.1 National 1.2 Regional 2. Section 2: The Regional Director and Supervisors in charge 3. Section 3: The Schools Division Superintendent and Supervisor 4. Section 4: The School Head/Administrator and The School Publication Adviser Part IV: Selection of Host 1. Section 1: Criteria of the NSPC Host Region 2. Section 2: Procedure in Becoming a host Part V. Conduct of the Competition: Contest Guidelines, Mechanics and Scoring System 1. Section 1: Guidelines for the National Group Contests 1.1. Print and E-document 1.2. Radio Script Writing and Broadcasting 1.3. Collaborative Publishing 1.4. E-Publication and others (TV Documentary???) 2. Section 2: Guidelines for the National Individual Contests 2.1 News Writing 2.2 Editorial Writing 2.3 Feature Writing 2.4 Sports Writing 2.5 Science and Health Writing 2.6 Copy Reading and Headline Writing 2.7 Editorial Cartooning 2.8 Photojournalism 3. Section 3: Qualification of Management Personnel and Guidelines for the Selection of Judges 4. Section 4: Scoring System 3.1 Over-all 3.2 Group 3.3 Individual Manual of Operations National Schools Press Conference Page - 1 - Part VI: Teaching and Training 1. -
Mitigating Political Bias in Language Models Through Reinforced Calibration
Mitigating Political Bias in Language Models Through Reinforced Calibration Ruibo Liu,1 Chenyan Jia, 2 Jason Wei, 3 Guangxuan Xu, 1 Lili Wang, 1 Soroush Vosoughi 1 1 Department of Computer Science, Dartmouth College 2 Moody College of Communication, University of Texas at Austin 3 ProtagoLabs [email protected], [email protected] Abstract with particular keywords of the aforementioned attributes, and 2) Direct Bias, which measures bias in texts generated Current large-scale language models can be politically bi- using prompts that have directly ideological triggers (e.g., ased as a result of the data they are trained on, potentially causing serious problems when they are deployed in real- democrat, republican) in addition to keywords of aforemen- world settings. In this paper, we describe metrics for mea- tioned attributes. Table 1 shows four samples of text gen- suring political bias in GPT-2 generation and propose a re- erated by off-the-shelf GPT-2 with different attribute key- inforcement learning (RL) framework for mitigating political words in the prompts—all samples exhibit political bias. biases in generated text. By using rewards from word em- For example, when triggered with a prompt including mar- beddings or a classifier, our RL framework guides debiased ijuana, the generated text tends to present a favorable atti- generation without having access to the training data or re- tude (e.g., “I believe it should be legal and not regulated.”), quiring the model to be retrained. In empirical experiments which is mostly a liberal stance. More interestingly, even on three attributes sensitive to political bias (gender, loca- a prompt including a conservative trigger (republican) re- tion, and topic), our methods reduced bias according to both sults in generation which leans to the liberal side (“vote for our metrics and human evaluation, while maintaining read- ability and semantic coherence. -
1 Does Political Affiliation Trump Outcome Bias? Evan D. Lester
Does Political Affiliation Trump Outcome Bias? 1 Does Political Affiliation Trump Outcome Bias? Evan D. Lester Department of Psychology Hampden-Sydney College Does Political Affiliation Trump Outcome Bias? 2 Abstract Research in the field of judgment and decision making has consistently shown that information pertaining to the outcome of a decision has a significant impact on people’s attitudes of the decision itself. This effect is referred to as outcome bias. Data was collected from approximately equal numbers of Republicans and Democrats. Participants were presented with descriptions and outcomes of decisions made by a hypothetical politician. The decisions concerned public policies in response to the Coronavirus (COVID-19) pandemic. Participants evaluated the quality of the thinking that went into each decision. Results showed that policies that yielded successful outcomes received significantly better evaluations than policies that yielded failures. Democrats exhibited this tendency to a greater extent compared to Republicans. Conversely, Republicans exhibited a greater bias toward their own political party than did Democrats. The findings of this project are discussed within the context of classic and contemporary findings in the field of judgment and decision making. Keywords: Outcome Bias, Hindsight Bias, Political Affiliation Does Political Affiliation Trump Outcome Bias? 3 Does Political Affiliation Trump Outcome Bias? Individuals make countless decisions every day. Some decisions are trivial (i.e. what to eat) while other decisions can impact many people (i.e. public policy decisions). But how do individuals decide what makes a good or bad decision? In explaining how individuals evaluate decision quality, expected utility theory (EUT) suggests that individuals are rational and deliberate in their estimates of the options available. -
DEPARTMENT of EDUCATION REGION XII City of Koronadal, Philippines Telefax No
REPUBLIC OF THE PHILIPPINES DEPARTMENT OF EDUCATION REGION XII City of Koronadal, Philippines Telefax No. (083) 228-8825; email: [email protected] Website: deperoxii.org October 7, 2017 REGION MEMORANDUM No. 101, s. 2017 2017 REGIONAL SCHOOLS PRESS CONFERENCE (RSPC) TO: All Schools Division Superintendents Asst. Schools Division Superintendents Division Journalism Coordinators _______________________________________________________________________________________ 1. Pursuant to the thrusts and objectives of RA 7079 otherwise known as Campus Journalism Act, the Department of Education - Region XII shall conduct the 2017 Regional Schools Press Conference (RSPC) on November 26-29, 2017 (inclusive of travel) at Midsayap, Cotabato to be hosted by the Division of Cotabato. 2. The conference, with the theme, “Embracing ASEAN Integration: Campus Journalists’ Role in Advancing Inclusive Education” aims to: a. demonstrate understanding of the importance of journalism by expressing it through different journalistic endeavors and approaches; b. sustain advocacy on social consciousness; c. provide a venue for an enriching learning experience for students interested in Journalism as a career or those who intend to use skill sets learned through campus journalism to give them a better edge in their chosen careers; d. promote responsible journalism experiences and fair and ethical use of social media; and e. enhance journalistic competencies and implementation of the Special Program in Journalism through healthy and friendly competition while building self- confidence in learning responsible Journalism. 3. Participants to the 2017 RSPC are: a. Top three (3) Division winners of the different individual writing contests such as News Writing, Editorial Writing, Feature Writing, Sports Writing, Copy Reading and Headline Writing, Editorial Cartooning, Photojournalism and Science & Technology Writing in English and Filipino of both elementary and secondary levels (Junior and Senior High Schools). -
Photo Ops and Media Events Events Are Somewhat Disgusting
P HOTO O PS AND M EDIA EVENTS Worth a thousand words. Photo Ops and Media Events events are somewhat disgusting. Press Conferences vs. Media But whether amusing or disgust- Events ing, they are engaging, and that is There are press conferences and the key synonym for entertain- there are media events. In our 301 W Northern Lights Blvd, Ste 400 ment in the media." So, no matter Anchorage, AK 99503 experience, reporters prefer me- how temp-ting it is to plan a safe, 907 297-2700 dia events to press conferences. easy, and boring event, resist! In- 907 366-2700 (toll free in Alaska) 907 297-2770 (fax) It’s more than a semantic differ- stead, invest your news with crea- www.rasmuson.org ence. Which type of event you tive flair and dynamic presenta- choose to hold—a press confer- tion that attracts reporters to your CONTENTS ence or full-blown media event— story. depends on the nature of your 2 news and the most appropriate Staging Media Events and Press PROS AND CONS venue for making it. Conferences 4 Here are some guidelines for put- CHECKLIST FOR NEWS The challenge is to find a way to EVENTS dramatize and visualize your ting on a media event or press 6 news to make it more interesting conference: TIPS FOR BETTER and appealing—to television in Hold them only when you have news. PHOTO-OPS particular. Instead of simply Reporters dread news events in releasing statistics or a statement, which no news is made. Do not organize a rally, vigil, or other waste reporters' time with non- gathering that drives home your events or events designed simply messages. -
Checklist for an Effective Press Conference (PDF)
Checklist for an Effective www.ipopi.org Press Conference I. Introduction Media events include press briefings, photo-calls, and press conferences. They are held when a press release is not sufficient and there is a need to give more detailed information to the media and to receive and answer questions. A press conference may be a planned event or one called at short notice in response to a crisis. It will be a comparatively simple and informal occasion and hospitality will be minimal, such as a ‘thank you’ drink at the close. It may be held in your organisation’s offices or at a hotel. Whether planned or in response to a crisis a successful press conference involves planning before, during, and after the event. The following checklist will give you a few tips for organising an effective press conference. II. Reason A big, newsworthy story. New information relating to a big story being followed by the media. A statement on a controversial issue. Participation of high profile speakers or celebrities. Release of important new findings or research data. Launch of a major new initiative. Announcement of something of local importance III. Location and Set-up A central well-known location, convenient for journalists, and appropriate to the event. Avoid large rooms that give the appearance that few people attended. Make sure the noise level of the room is low. Reserve space at the back of the room for television cameras, possibly on a raised platform. Ensure light and sound systems are in working order. If possible, have phone and e-mail at hand and Wifi connection available. -
Watchdog Or Loyalservant? Political Media Bias in Us Newscasts
Diskussionspapierreihe Working Paper Series WATCHDOG OR LOYAL SERVANT? POLITICAL MEDIA BIAS IN US NEWSCASTS LEA BERNHARDT RALF DEWENTER TOBIAS THOMAS Nr./ No. 183 AUGUST 2020 Department of Economics Fächergruppe Volkswirtschaftslehre Autoren / Authors Lea Bernhardt Helmut-Schmidt-University Hamburg Department of Economics Holstenhofweg 85, 22043 Hamburg [email protected] Ralf Dewenter Helmut-Schmidt-University Hamburg Department of Economics Holstenhofweg 85, 22043 Hamburg [email protected] Tobias Thomas Düsseldorf Institute for Competition Economics (DICE) at Heinrich-Heine-University Düsseldorf and Centre of Media Data and Society (CMDS) at Central European University (CEU), Hungary [email protected] Redaktion / Editors Helmut Schmidt Universität Hamburg / Helmut Schmidt University Hamburg Fächergruppe Volkswirtschaftslehre / Department of Economics Eine elektronische Version des Diskussionspapiers ist auf folgender Internetseite zu finden / An elec- tronic version of the paper may be downloaded from the homepage: https://www.hsu-hh.de/fgvwl/forschung Koordinator / Coordinator Ralf Dewenter [email protected] Helmut Schmidt Universität Hamburg / Helmut Schmidt University Hamburg Fächergruppe Volkswirtschaftslehre / Department of Economics Diskussionspapier Nr. 183 Working Paper No. 183 Watchdog or Loyal Servant? Political Media Bias in US Newscasts Lea Bernhardt Ralf Dewenter Tobias Thomas Zusammenfassung / Abstract We investigate if four leading, electronic news gathering organizations in the US – ABC News, CBS News, FOX News, and NBC News – fulfill their role as the fourth estate in the US democracy. Our analysis, using the Political Coverage Index (PCI) introduced by Dewenter et al (2020), is based on the tonality of their political coverage using 815,000 human-coded news items from 2001 through 2012. For our econometric analysis, we use panel regressions with media and time fixed effects. -
How to Host a Press Conference
How To Host a Press Conference A press conference, a type of media event, presents a story to members of the media gathered in one place at the same time. Before inviting the press, make sure your event is, in fact, newsworthy. If your subject doesn’t warrant a press conference, you can still pitch your story topic to the media by writing a letter or sending an email to garner interest. Below are tips for hosting a successful and smooth press conference: Choose the right location. Your location should be easily accessible, have access to electricity, and offer parking. Unless you’re sure of great weather, hold it indoors. Consider “piggybacking” your conference on another event. Your local media may be more inclined to provide coverage if the press conference is held in tandem with another event (e.g., school fair, walk-a-thon). Consider looking for cosponsors who can help promote the event. Local press may be more inclined to cover an event that is sponsored by several organizations and appears to have an even wider community reach. Choose the right day. For a weekday press conference, Tuesday, Wednesday, or Thursday is best. Reporters may forget about Monday events over the weekend, and they may be less inclined to put in a full day on Friday. If your conference is being held in tandem with another event, you may need to hold it on a weekend. Fewer reporters work on weekends—but there’s less competition for news space. Hold your event between 9:30 a.m. and 1:00 p.m.