– Retracing the evolution of classical music with machine learning – Design Products & Applications

05 February 2021

Researchers in EPFLs Digital and Cognitive Musicology Lab in the College of Humanities used an unsupervised machine learning model to reveal how modes such as major and minor have changed throughout history.

Many people may not be able to define what a minor mode is in music, but most would almost certainly recognise a piece played in a minor key. Thats because we intuitively differentiate the set of notes belonging to the minor scale which tend to sound dark, tense, or sad from those in the major scale, which more often connote happiness, strength, or lightness.

But throughout history, there have been periods when multiple other modes were used in addition to major and minor or when no clear separation between modes could be found at all.

Understanding and visualising these differences over time is what Digital and Cognitive Musicology Lab (DCML) researchers Daniel Harasim, Fabian Moss, Matthias Ramirez, and Martin Rohrmeier set out to do in a recent study, which has been published in the open-access journal Humanities and Social Sciences Communications. For their research, they developed a machine learning model to analyze more than 13,000 pieces of music from the 15th to the 19th centuries, spanning the Renaissance, Baroque, Classical, early Romantic, and late-Romantic musical periods.

We already knew that in the Renaissance [1400-1600], for example, there were more than two modes. But for periods following the Classical era [1750-1820], the distinction between the modes blurs together. We wanted to see if we could nail down these differences more concretely, Harasim explains.

Machine listening (and learning)

The researchers used mathematical modelling to infer both the number and characteristics of modes in these five historical periods in Western classical music. Their work yielded novel data visualizations showing how musicians during the Renaissance period, like Giovanni Pierluigi da Palestrina, tended to use four modes, while the music of Baroque composers, like Johann Sebastian Bach, revolved around the major and minor modes. Interestingly, the researchers could identify no clear separation into modes of the complex music written by Late Romantic composers, like Franz Liszt.

Harasim explains that the DCMLs approach is unique because it is the first time that unlabelled data have been used to analyse modes. This means that the pieces of music in their dataset had not been previously categorized into modes by a human.

We wanted to know what it would look like if we gave the computer the chance to analyse the data without introducing human bias. So, we applied unsupervised machine learning methods, in which the computer 'listens' to the music and figures out these modes on its own, without metadata labels.

Although much more complex to execute, this unsupervised approach yielded especially interesting results which are, according to Harasim, more cognitively plausible with respect to how humans hear and interpret music.

We know that musical structure can be very complex and that musicians need years of training. But at the same time, humans learn about these structures unconsciously, just as a child learns a native language. Thats why we developed a simple model that reverse engineers this learning process, using a class of so-called Bayesian models that are used by cognitive scientists, so that we can also draw on their research.

From class project to publicationand beyond

Harasim notes with satisfaction that this study has its roots in a class project that he and his co-authors Moss and Ramirez did together as students in EPFL professor Robert Wests course, Applied Data Analysis. He hopes to take the project even further by applying their approach to other musical questions and genres.

For pieces within which modes change, it would be interesting to identify exactly at what point such changes occur. I would also like to apply the same methodology to jazz, which was the focus of my PhD dissertation because the tonality in jazz is much richer than just two modes.

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When Are We Going to Start Designing AI With Purpose? Machine Learning Times – The Predictive Analytics Times

Originally published in UX Collective, Jan 19, 2021.

For an industry that prides itself on moving fast, the tech community has been remarkably slow to adapt to the differences of designing with AI. Machine learning is an intrinsically fuzzy science, yet when it inevitably returns unpredictable results, we tend to react like its a puzzle to be solved; believing that with enough algorithmic brilliance, we can eventually fit all the pieces into place and render something approaching objective truth. But objectivity and truth are often far afield from the true promise of AI, as well soon discuss.

I think a lot of the confusion stems from language;in particular the way we talk about machine-like efficiency. Machines are expected to make precise measurements about whatever theyre pointed at; to produce data.

But machinelearningdoesnt produce data. Machine learning producespredictionsabout how observations in the present overlap with patterns from the past. In this way, its literally aninversionof the classicif-this-then-thatlogic thats driven conventional software development for so long. My colleague Rick Barraza has a great way of describing the distinction:

To continue reading this article, click here.

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When Are We Going to Start Designing AI With Purpose? Machine Learning Times - The Predictive Analytics Times

Machine Learning To Bring A Transformation In Software Testing – CIO Applications

The test automation effort will continue to accelerate. Surprisingly, a lot of businesses do have manual checks in their distribution pipeline, but you can't deliver quickly if you have humans on the vital path of the supply chain, slowing things down.

FREMONT, CA: Over the last decade, there has been an unwavering drive to deliver applications faster. Automated testing has emerged as one of the most relevant technologies for scaling DevOps, businesses are spending a lot of time and effort to develop end-to-end software delivery pipelines, and containers and their ecosystem are keeping up with their early promise.

Testing is one of the top DevOps monitors that companies can use to ensure that their consumers have a delightful brand experience. Others include access management, logging, traceability and disaster recovery.

Quality and access control are preventive controls, while others are reactive. In the future, there will be a growing emphasis on consistency because it prevents consumers from having a bad experience. So delivering value quicklyor better still delivering the right value quickly at the right quality levelis the main theme that everyone will see this year and beyond.

Here are the five key trends in 2021:

Automation of exams

The test automation effort will continue to accelerate. Surprisingly, a lot of businesses do have manual checks in their distribution pipeline, but you can't deliver quickly if you have humans on the vital path of the supply chain, slowing things down.

Automation of manual tests is a long process that takes dedicated engineering time. While many companies have at least some kind of test automation, much needs to be done. That's why automated testing will remain one of the top trends in the future.

DevOps-driven data

Over the past six to eight years, the industry has concentrated on linking various resources through the development of robust distribution pipelines. Each of these tools produces a significant amount of data, but the data is used minimally, if at all.

The next stage is to add the smarts to the tooling. Expect to see an increased focus on data-driven decision-making by practitioners.

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Machine Learning To Bring A Transformation In Software Testing - CIO Applications

NTUC LearningHub Survey Reveals Accelerated Business Needs In Cloud Computing And Machine Learning Outpacing Singapore Talent Supply; Skills Gap A…

SINGAPORE -Media OutReach-5 February2021 -Despite majority of Singapore employers(89%) reporting that the COVID-19 pandemic has accelerated the adoption of cloudcomputing and Machine Learning (ML) in their companies, obstacles abound. Singaporebusiness leaders say that the largest hindrance to adopting cloud computing andML technologies is the shortage of relevant in-house IT support (64%), amongstother reasons such as 'employees do not have the relevant skill sets' (58%) and'the lack of financial resources' (46%).

alt="NTUC LearningHub Survey Reveals Accelerated Business Needs In Cloud Computing And Machine Learning Outpacing Singapore Talent Supply; Skills Gap A Hindrance To Implementing These Technologies"

These are some ofthe key findings from the recently launched NTUC LearningHub (NTUC LHUB)Industry Insights report on cloud computing and ML in Singapore. The report is basedon in-depth interviews with industry experts, such as Amazon Web Services (AWS)and NTUC LHUB, and a survey with 300 hiring managers across industries inSingapore.

While organisationsare keen to adopt cloud computing and ML to improve the company's businessperformance (64%), obtain business insights from Big Data (59%) and performmundane or tedious tasks (53%), a third of Singapore employers (32%) say theircompanies have insufficient talent to implement cloud computing and MLtechnologies.

To overcome thisshortage, companies say they have been upskilling employees that have relevantskill sets/ roles (55%), and reskilling employees that have completelydifferent skill sets/ roles (44%). In a further show of how organisations werewilling to take steps to overcome this skills gap, three in five (61%) stronglyagree or agree that they will be open to hiring individuals with relevantmicro-credentials, even if these candidates has no relevant experience oreducation degrees.

Looking to thefuture, four in five employers (81%) agree or strongly agree that ML will bethe most in-demand Artificial Intelligence (AI) skill in 2021. Meanwhile, sevenout of 10 surveyed (70%) indicated they will be willing to offer a premium fortalent with AI and ML skills.

"The report reinforces the growing demand for a cloud-skilled workforce inSingapore, and the critical need to upskill and reskill local talent", said TanLee Chew, Managing Director, ASEAN, Worldwide Public Sector, AWS. "Thecollaboration across government, businesses, education and traininginstitutions will be instrumental in helping Singapore employers address theseskills gaps. AWS will continue to collaborate with training providers like NTUCLearningHub to make skills training accessible to help Singaporeans, fromstudents to adult learners, to remain relevant today and prepare for the future."

NTUC LHUB's Head ofICT, Isa Nasser also adds, "While much of the talent demand encompasses technicalpositions such as data scientists and data engineers, businesses are alsolooking for staff to pick up practical ML and data science skills sets that canbe applied to their existing work. Thatis why in today's digital age, most professionals would benefit greatly frompicking up some data science skills to enable them to deploy ML applicationsand use cases in their organization. We highly urge workers to get started on equipping themselveswith ML skills, including understanding the core concepts of data science, aswell as familiarising themselves on the use of cloud or ML platforms such as AmazonSageMaker."

To download theIndustry Insights: Cloud Computing and ML report, visit

https://www.ntuclearninghub.com/machine-learning-cloud.

NTUCLearningHub is the leading Continuing Education and Training provider in Singapore,which aims to transform the lifelong employability of working people. Since ourcorporatisation in 2004, we have been working employers and individual learnersto provide learning solutions in areas such as Cloud, Infocomm Technology,Healthcare, Employability & Literacy, Business Excellence, Workplace Safety& Health, Security, Human Resources and Foreign Worker Training.

Todate, NTUC LearningHub has helped over 25,000 organisations and achieved over2.5 million training places across more than 500 courses with a pool of over460 certified trainers. As a Total Learning Solutions provider toorganisations, we also forge partnerships and offer a wide range of relevantend-to-end training solutions and work constantly to improve our trainingquality and delivery. In 2020, we have accelerated our foray into onlinelearning with our Virtual Live Classes and, through working with best-in-classpartners such as IBM, DuPont Sustainable Solutions and GO1, asynchronous onlinecourses.

For moreinformation, visitwww.ntuclearninghub.com.

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Machine Learning and Artificial Intelligence in Healthcare Market 2021 inclining trends with NVIDIA Corporation, Intel Corporation, GENERAL ELECTRIC…

Travel Guard has specific cruise insurance policies, which makes it simpler than trying to find an add-on. If youre getting a quote online, theyll ask you to specify if youre taking a plane, a cruise, or both. They cover any emergency travel assistance, trip interruption, delay, or cancellation.

Cruise travel insurance secures non-refundable investments related to your trip. It reimburses you if you have to cancel your international cruise unexpectedly prior to your departure. It also provides medical coverage for unexpected injuries and illnesses. Cruise travel insurance policies provide medical coverage while you are on a holiday. A cancellation after this can mean a huge financial loss, but a cruise travel insurance policyholder shall be covered for cancellation or postponement of trips.

The aim of the report is to equip relevant players in deciphering essential cues about the various real-time market based developments, also drawing significant references from historical data, to eventually present a highly effective market forecast and prediction, favoring sustainable stance and impeccable revenue flow despite challenges such as sudden pandemic, interrupted production and disrupted sales channel in the Cruise Travel Insurance market.

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Key players profiled in the report includes:

Allianz, AIG, Munich RE, Generali, Tokio Marine, Sompo Japan, CSA Travel Protection, AXA, Pingan Baoxian, Mapfre Asistencia, USI Affinity, Seven Corners, Hanse Merkur, MH Ross, STARR

Market Segmentation by type:

Market Segmentation by application:

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Besides presenting a discerning overview of the historical and current market specific developments, inclined to aid a future-ready business decision, this well-compiled research report on the Cruise Travel Insurance market also presents vital details on various industry best practices comprising SWOT and PESTEL analysis to adequately locate and maneuver profit scope. Therefore, to enable and influence a flawless market-specific business decision, aligning with the best industry practices, this specific research report on the market also lends a systematic rundown on vital growth triggering elements comprising market opportunities, persistent market obstacles and challenges, also featuring a comprehensive outlook of various drivers and threats that eventually influence the growth trajectory in the Cruise Travel Insurance market.

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Global Cruise Travel Insurance Geographical Segmentation Includes:

North America (U.S., Canada, Mexico)

Europe (U.K., France, Germany, Spain, Italy, Central & Eastern Europe, CIS)

Asia Pacific (China, Japan, South Korea, ASEAN, India, Rest of Asia Pacific)

Latin America (Brazil, Rest of L.A.)

Middle East and Africa (Turkey, GCC, Rest of Middle East)

Some Major TOC Points:

Chapter 1. Report Overview

Chapter 2. Global Growth Trends

Chapter 3. Market Share by Key Players

Chapter 4. Breakdown Data by Type and Application

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Chapter 7. Opportunity Analysis in Covid-19 Crisis

Chapter 9. Market Driving Force

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Machine Learning and Artificial Intelligence in Healthcare Market 2021 inclining trends with NVIDIA Corporation, Intel Corporation, GENERAL ELECTRIC...

Lawsuits Take the Lead in Fight Against Disinformation – The New York Times

In one example cited in the 276-page complaint filed by Smartmatic, Mr. Dobbss program broadcast a false claim by Ms. Powell that Hugo Chvez, the former president of Venezuela, had been involved in creating the companys technology and installed software so that votes could be switched undetected. (Mr. Chvez, who died in 2013, did not have anything to do with Smartmatic.)

Smartmatic also cited an episode of Lou Dobbs Tonight in which Mr. Giuliani falsely described the election as stolen and claimed that hundreds of thousands of unlawful ballots had been found. Mr. Dobbs described the election as the end to a four-and-a-half-year-long effort to overthrow the president of the United States, and raised the specter of outside interference.

It has the feeling of a cover-up in certain places, you know putting the servers in foreign countries, private companies, Mr. Dobbs said.

Fox has promised to fight the litigation. We are proud of our 2020 election coverage and will vigorously defend this meritless lawsuit in court, the network said in a statement the day before it canceled Mr. Dobbss show.

Executives in conservative media argue that the Smartmatic lawsuit raises uncomfortable questions about how news organizations should present public figures: Ms. Powell was a conspiracist, but she was also the presidents lawyer. Should a media outlet be allowed to broadcast her claims?

Theres a new standard created out of this that is very dangerous for all the cable channels, Christopher Ruddy, the owner of Newsmax and a Trump confidant, said in an interview on Saturday. You have to fact-check everything public figures say, and you could be held libelous for what they say. Mr. Ruddy contends that Newsmax presented a fair view of the claims about election fraud and voting technology companies.

Newsmax personnel, though, were made aware of the potential damage stemming from claims that appeared on their shows. In an extraordinary on-air moment on Tuesday, Mike Lindell, the MyPillow founder and a staunch Trump ally, began attacking Dominion and was promptly cut off by a Newsmax anchor, Bob Sellers, who read a formal statement that Newsmax had accepted the election results as legal and final.

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Lawsuits Take the Lead in Fight Against Disinformation - The New York Times

Lawyers Call Trump’s First Amendment Defense ‘Legally Frivolous’ – The New York Times

Claims by former President Donald J. Trumps lawyers that his conduct around the Jan. 6 Capitol riot is shielded by the First Amendment are legally frivolous and should do nothing to stop the Senate from convicting him, 144 leading First Amendment lawyers and constitutional scholars from across the political spectrum wrote in a new letter circulated on Friday.

Taking aim at one of the key planks of Mr. Trumps impeachment defense, the lawyers argued that the constitutional protections do not apply to an impeachment proceeding, were never meant to protect conduct like Mr. Trumps anyway and would likely fail to shield him even in a criminal court.

Although we differ from one another in our politics, disagree on many questions of constitutional law, and take different approaches to understanding the Constitutions text, history, and context, we all agree that any First Amendment defense raised by President Trumps attorneys would be legally frivolous, the group wrote. In other words, we all agree that the First Amendment does not prevent the Senate from convicting President Trump and disqualifying him from holding future office.

Among the 144 lawyers, scholars and litigants who signed the letter, a copy of which was shared with The New York Times, were Floyd Abrams, who has fought marquee First Amendment cases in court; Steven G. Calabresi, a founder of the conservative Federalist Society; Charles Fried, a solicitor general under Ronald Reagan; and pre-eminent constitutional law scholars like Laurence Tribe, Richard Primus and Martha L. Minow.

The public retort came after Mr. Trumps lawyers, Bruce L. Castor Jr. and David Schoen, indicated this week that they planned to use the First Amendment as part of their defense when the trial opens on Tuesday. They argued in a written filing on Tuesday that the Houses incitement of insurrection charge violates the 45th presidents right to free speech and thought and that the First Amendment specifically protects Mr. Trump from being punished for his baseless claims about widespread election fraud.

The House impeachment managers have argued that Mr. Trumps false statements claiming to have been the true winner of the election, and his exhortations to his followers to go to the Capitol and fight like hell to reverse the outcome helped incite the attack.

In their letter, the constitutional law scholars laid out three counterarguments to the presidents free-speech defense that the Democrats prosecuting the case are expected to embrace at trial.

First, they asserted that the First Amendment, which is meant to protect citizens from the government limiting their free speech and other rights, has no real place in an impeachment trial. Senators are not determining whether Mr. Trumps conduct was criminal, but whether it sufficiently violated his oath of office to warrant conviction and potential disqualification from holding future office.

As a result, asking whether President Trump was engaged in lawful First Amendment activity misses the point entirely, they write. Regardless of whether President Trumps conduct on and around January 6 was lawful, he may be constitutionally convicted in an impeachment trial if the Senate determines that his behavior was a sufficiently egregious violation of his oath of office to constitute a high crime or misdemeanor under the Constitution.

What is more, they argued, even if the First Amendment did apply to an impeachment trial, it would do nothing to bar conviction, which has to do with whether Mr. Trump violated his oath, not whether he should be allowed to say what he said.

No reasonable scholar or jurist could conclude that President Trump had a First Amendment right to incite a violent attack on the seat of the legislative branch, or then to sit back and watch on television as Congress was terrorized and the Capitol sacked, they wrote.

Finally, they contended that there is an extraordinarily strong argument that the defense would even fail in a criminal trial, because the evidence against Mr. Trump is most likely strong enough to meet the Supreme Courts high bar for punishing someone for inciting others to engage in unlawful conduct.

Many of the signatories to Fridays letter had signed onto a previous one pushing back on another key argument in Mr. Trumps defense: the assertion that the Senate does not have jurisdiction to try a former president because the Constitution does not explicitly grant it that power.

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Lawyers Call Trump's First Amendment Defense 'Legally Frivolous' - The New York Times

First Amendment, Politics and Section 230 – The Wall Street Journal

Feb. 4, 2021 4:48 pm ET

In The Constitution Can Crack Section 230 (op-ed, Jan. 30), Philip Hamburger forgets how the First Amendment and Section 230 exist to create vibrant marketplaces for all kinds of expression. And both have done exactly that online and offline. Without Section 230 and its common-sense liability protections, the internet would likely become a one-size-fits-all cesspool. It would leave Americans with either an anything-goes, Wild West of an internet or an internet where aggressively moderated websites permit virtually nothing.

Section 230 prevents these dystopian outcomes. The law empowers platforms to compete for users by creating a variety of forumsfrom kid-safe and family-friendly to the more provocative and disturbing. It gives small businesses the chance to meaningfully compete against larger companies by saving them from the threat of devastating legal fees. That means Section 230 fosters a competitive internet where all users can engage in forums that best meet their unique needs.

Trace Mitchell

NetChoice

Washington

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First Amendment, Politics and Section 230 - The Wall Street Journal

The First Amendment Arguments in the House of Representatives’ Managers’ Trial Memorandum – Reason

[This post was co-authored by Josh Blackman and Seth Barrett Tillman]

On Tuesday, February 2, 2021, the House of Representatives' Managers filed an 80-page trial memorandum or brief for the impending Senate impeachment trial. The Managers discussion of the First Amendment spans about three pages (pp. 45-48). And the brief cites several posts from Volokh Conspiracy co-bloggers Jonathan Adler, Ilya Somin, and Keith Whittington. These posts responded to our prior Volokh Conspiracy posts. We have five general responses to the position put forward in the trial memorandum.

First, the trial memorandum states that "the First Amendment does not apply at all to an impeachment proceeding." We think it a mistake to view impeachment proceedings in this binary fashion: that the First Amendment does, or does not apply to an impeachment proceeding. The phrase "high Crimes and Misdemeanors" in the Impeachment Clause (1788) does not definitively resolve how other provisions of the Constitutionincluding the not-yet ratified First Amendment (1791)would apply to impeachment proceedings. Moreover, in our February 3 post, we wrote:

The original meaning of the phrase "high Crimes and Misdemeanors" in the Constitution is of uncertain scope. And the materials we have from the Philadelphia Convention, the state conventions, and the public ratification debates do not provide clear answers to the precise question we face today. Likewise, past impeachments provide inconclusive, and at times, conflicting precedents.

As a result, each member of Congress, who takes an oath to the Constitution, acting in good faith, may decide whether, and how the First Amendment should apply in impeachment proceedings. Accordingly, we think it a mistake to make an unqualified statement that "the First Amendment does not apply at all to an impeachment proceeding." (emphasis added).

Our position that the First Amendment applies in an impeachment proceeding is not novel. In 1868, during the Johnson impeachment, several Senators contended that an article of impeachment ran afoul of the First Amendment. In our January 17 post, we explained the relevance of these statements:

We do not here, nor did we in our prior post, cite these senators as holding the only view about the scope of the President's free speech rights in the impeachment context. We acknowledged that some senators who voted to convict, as well as the prosecuting House managers, rejected this free speech argument. Our goal was not to say, and we did not say, that the Johnson trial established the correct position. Rather, we raised this history to show that the issue was, and remains, fairly contestable. In 1868, there was a difference of opinion about what speech rights the President has. That same debate exists today. This issue is not clear. It is not settled. There is no controlling on-point judicial precedent. There is some on-point discussion from a prior presidential impeachment. And those debates from the Johnson Senate trial provide some support for our position. But we do not think this issue has been resolved or liquidated.

We take it as a starting point that some Senators can decide in good faith, based on their Constitutional oath, that the President can raise the First Amendment as a defense in the Senate trial. The question then becomes, what theory of the First Amendment is available to the President.

The fact that the House spends several pages discussing Supreme Court caselaw suggests that the Managers are not willing to rest on the absolute position that the First Amendment is inapplicable. This argument, we think, represents a tacit recognition that Senators, in good faith, could find that the President may raise a First Amendment defense.

Second, in the alternative, the House trial memorandum argues that the First Amendment ought to apply differently to the President. Specifically, in a footnote, the House argues that the President stands in the same position as a civil servant:

Indeed, impeachment is fundamentally an employment action against a public official, and thus the First Amendment would not insulate the President's statements from discipline even if it applied, because the government's interest in orderly operation would outweigh the President's speech interests. See Garcetti v. Ceballos, 547 U.S. 410 (2006); Connick v. Meyers, 461 U.S. 138 (1983); Pickering v. Board of Education, 391 U.S. 563 (1968).

We think the Managers erred in analogizing Congress' power to remove an elected President to an employment action involving civil servants. Many courts have held that First Amendment challenges by elected officials are not governed by Pickering. We say many courts. Not all courtsas with so many issues, authority is divided. Scholarly articles have also touched on this question. For example, Professor Katherine Shaw opined on this issue in her Impeachable Speech. In that article, she stated:

Outside of the impeachment context, there are of course First Amendment cases that grapple with government officials as speakers. The Pickering/Garcetti line of cases attends to the speech rights of government employees, creating a standard that is understood to grant public employees very limited First Amendment rights when they speak pursuant to their official duties. But it is not clear whether or how the reasoning in these cases would have any application to the unique figure of the president, who is clearly not a government "employee" in the same sense as the officials at issue in the [Supreme] Court's cases, and where the "sanction" of impeachment is surely distinct from other sorts of professional consequences public employees might face over the content of their speech.

Other precedent could support the argument that a president's speech is in some sense protected from sanction by the First Amendment. Perhaps most relevant here is Bond v. Floyd, in which the Supreme Court held that the First Amendment prevented the Georgia legislature from refusing to seat Julian Bond, based on speeches he had made criticizing the Vietnam War and the federal government generally. A president might invoke this case to support the argument that a Congress pursuing impeachment based in part on speech is engaging in a form of impermissible viewpoint discrimination.

Similarly, we wrote in our January 17 post:

Pickering and Garcetti were cases about civil servants. These precedents do not furnish good analogies to justify removing elected officials [such as the President] for purported speech-related wrongs.

We think Professor Shaw's position has merit. Professor Shaw also cites the Supreme Court's First-Amendment-friendly Brandenburg test, and suggests it is relevant to evaluating the constitutionality or lawfulness of impeachments involving speech-related allegations of wrongdoing.

Third, the House Manager's trial memorandum seems to recognize that the President does not stand in the same position as a civil servant. The trial memorandum instead analogizes the President to senior appointed officers:

As the leader of the Nation, the President occupies a position of unique power. And the Supreme Court has made clear that the First Amendment does not shield public officials who occupy sensitive policymaking positions from adverse actions when their speech undermines important government interests.

We agree that "public officials who occupy sensitive policymaking positions" stand in a different position than civil servants. And we agree that certain senior appointed federal officers who make policy have reduced Free Speech rights, even below the Pickering standard. We previously wrote that when senior appointed federal officers "speak, their message is more readily mis-identified as that of the President they serve." As a result, the appointing authority "needs more control over them."

The trial memorandum, at footnote 203, cited two cases that reflect this dynamic. In Branti v. Finkel (1980), the Rockland County Public Defendera Democratwho was appointed by the County Legislature, planned or intended to discharge two assistant public defenders because they were Republicans. Aaron Finkel and Alan Tabakman had worked for the office for several years, and served at the "pleasure" of the County Public Defender. Ultimately, the Supreme Court ruled for Finkel and Tabakman based on the First Amendment. But the Court's decision did not rely on Pickering. These at-will public defenders were not analogous to civil servants. Likewise, Elrod v. Burns (1976) involved "non-civil-service employees" who were "not covered by any statute, ordinance, or regulation protecting them from arbitrary discharge." Here too, the Supreme Court did not rely on Pickering.

Yet, neither of these cases concerns the status of an elected official. We do not think the President can be analogized to civil servants. And we do not think the President can be analogized to senior appointed federal officers with policy-making responsibilities.

In our prior post, we explained why the analogy in the Manager's trial memorandum does not hold:

By contrast, the President is not a cabinet member, who works for a superiorother than the People who act through elections. Nor is the President a GS-15 who can be disciplined for speaking at a political rally. Treating the President as an appointed officer or a civil servant would eliminate the President's ability to act like a politician and party leader. With good reason, the elected President is not subject to the Hatch Act. He is expected to engage in overtly partisan speech. In our view, the President has more expansive free speech rights than civil servants, who have broader free speech rights than at-will executive-branch officers. There is a hierarchy for speech rights for these different positions. It is not the case that principal officers have more rights than inferior officers who have more rights than civil servants. Government officials and officers are not an undifferentiated mass, with identical First Amendment rights. Nor do these rights track the traditional status of positions in the government. Instead, we suggest that elected officials have the widest scope of free speech rights, civil servants enjoy some free speech rights which are subject to certain limitations, and that at-will presidential appointees enjoy the least.

Fourth, the trial memorandum asserts that the House and Senate stand as the superior over the President, in the same fashion that the President stands as the superior over a cabinet member.

Thus, just as a President may legitimately demand the resignation of a Cabinet Secretary who publicly disagrees with him on a matter of policy (which President Trump did repeatedly), the public's elected representatives may disqualify the President from federal office when they recognize that his public statements constitute a violation of his oath of office and a high crime against the constitutional order.

Indeed, in a footnote discussed earlier, the House trial memorandum describes "impeachment [as] fundamentally an employment action against a public official." These statements reaffirm the House's position that Congress is the President's superior. Here, we reach a central point: what is the precise role that Congress plays with respect to impeachment? Is Congress, by virtue of being elected, the superior over the President? We submit the answer is no. It is true that the President draws a salary, as do appointed officers and civil servants. But as a general matter, the President is not considered as an employee, either at-will or subject to some sort of civil service protection. A member of Congress draws salary and can be "removed" by a super-majority of her house. But that does not make a member of Congress an "employee" in the sense that term is commonly used. Professor Shaw, quoted above, expressly rejects analogizing the President to an "employee"the position asserted in the Manager's trial memorandum.

Moreover, we previously wrote:

We reject this analogy between the President and civil servants. Congress is not the superior to the inferior President. They are both elected. They both make policy, within the confines of complying with the legal system. They are both authorized in different ways to control the government-as-employer. As a general matter, Congress does not stand in the role of the employer vis-a-vis the President. If the President has an employer, it is the People, not Congress through impeachment. And that role exists throughout the entirety of a President's four-year term, and not only during the short election season.

Between elections, Congress does not serve as a stand-in for the People. The impeachment process is not akin to a vote of no-confidence, a common procedure in parliamentary governments. The President will stand for election in four years, and the people can decide whether he warrants re-election. Rather, the Constitution empowers Congress to remove the President if specific legal standards are satisfied. The President is not an at-will employee.

Fifth, the Manager's trial court brief considers a final argument in the alternative: even if Brandenburg is the relevant standard, the President's speech is still not protected:

Yet even if President Trump's acts while occupying our highest office were treated like the acts of a private citizen, and even if the First Amendment somehow limited Congress's power to respond to presidential abuses, a First Amendment defense would still fail. Speech is not protected where it is "directed to inciting or producing imminent lawless action and is likely to incite or produce such action." Given the tense, angry, and armed mob before him, President Trump's speechin which he stated "you'll never take back our country with weakness," proclaimed that "[y]ou have to show strength," and exhorted his supporters to "go to the Capitol" and "fight like Hell" immediately before they stormed the Capitolplainly satisfies that standard.

Here, we will refer back to Eugene Volokh's post. Under Brandenburg's imminence requirement, Trump's January 6 speech would be protected speech. The trial memorandum does not even try to show that the January 6 speech would lead to "imminent lawless action." The memorandum ends with a conclusory statement that Trump's speech "plainly satisfies that standard." Were this an indictment brought in court, we doubt that it would result in a conviction.

[Seth Barrett Tillman is a Lecturer at Maynooth University Department of Law, Ireland (Roinn Dl Ollscoil Mh Nuad).]

More:

The First Amendment Arguments in the House of Representatives' Managers' Trial Memorandum - Reason

Stripping House Member of Committee Assignments Doesn’t Violate the First Amendment – Reason

Rep. Marjorie Taylor Greene was stripped of committee assignments because of her pre-election-campaign statements embracing QAnon, 9/11 trutherism, claims that school shootings were faked, Rothschild space lasers, and executing Democrats. (She has apparently renounced most or all of the claims since.) Does that violate the First Amendment?

I think the answer is "no": Committee appointments are a political process, and are subject to political decisions, including ones based on a person's constitutionally protected speech. Just as the President is entitled to nominate cabinet members and judges based on past speech he likesand reject possible nominees based on past speech he dislikesso Congress can dole out committee positions the same way.

We see this in the longstanding practice of giving members of the majority party more seats on committees. Applied to low-level government employees, such partisan hiring decisions would violate the First Amendment. But when it comes to high-level executive decisionmakers, they are generally just fine, and likewise for Congress. You have a First Amendment right to belong to the minority party, but that means you're less likely to get the committee assignment you want (since your party has fewer seats on the committees).

Likewise, my sense is that party loyalists are more likely to get the best spots. Again, opposing the party leadership is constitutionally protected against criminal punishment or civil liability, but not against political decisions such as appointment to one or another committee (and, again, same with high-level Executive Branch appointments or judicial appointments). And it's true as to other speech protected by the First Amendment, recent or past.

There might be First Amendment limits as to other forms of discipline or expulsion (see dictum in Boehner v. McDermott(D.C. Cir. 2007)), whether or not courts could enforce those limits. But that's a separate matter, I think, from choice of Congressional leadership positions, or from committee assignments.

This having been said, such decisions might be a bad idea. In the words of Jonathan Rauch,

For all its New Testament rhetoric, Washington is an Old Testament city. It is a city which holds, with Beowulf, that it is better to avenge a friend than mourn him. The only rule of conduct is, "Do not unto me, for I will in return do worse unto you."

It might be better for the majority party to leave a freshman minority party Representative with her typical modest freshman assignments, rather than to invite an escalating tit-for-tat the next time party control flips. (Voters on both sides sometimes elect members who say some pretty offensive things.) But I can't speak to that; all I can say is that the Constitution doesn't prevent committee assignments from being a political process, based in part on members' political activity and political speech.

Original post:

Stripping House Member of Committee Assignments Doesn't Violate the First Amendment - Reason