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Last week, the New York Times reported that Narrative Science, a Chicago-based startup, had developed software that would automatically digest sports data and generate a news brief. The software will also create articles out of other material such as a company’s financial reports and housing statistics. Ironically, the software was developed in collaboration with the Medill School of Journalism at Northwestern University.

Narrative Science isn’t the only company in this space. Automated Insights (a company that recently scored $4 million in additional financing and changed its name from StatSheet — could it be because they wanted to use “AI” as their company logo?) has also developed technology that creates “long & short form articles, headlines & summaries written entirely by software, that derive insight from data.”

It’s clear that software like this works best for data-heavy content. And in the aforementioned CJR interview, the founder states that special algorithms for style and tone had to be created; something feasible for data-driven sports and business articles with a consistent tone, but perhaps not that easy for news articles. On Twitter, one user commented that automated content does not equal understanding:

People Don’t Want Charts, They Want Answers. http://t.co/oeCfxZDa. Narrative Science doesn't do #dataviz, but creates #BI #strataconf
@LawrenceHecht
Lawrence Hecht

Software like this could also be used for mischief. For example, web content farms like eHow could quickly increase the amount of “content” that’s hosted on their sites, solely for the purpose of selling more ads (something they’ve been criticized for previously).

What do you think? Do you think robot-written journalism has a place in the newsroom?

1,857 Responses to “Is there a place for robot-written journalism?”

  1. I am going to defer to what a CUNY prof told me when I first applied to the J-school: “There will always be a need for great storytellers.” Robots may be able to chew up data and spit it back out, but they can’t construct a story in a meaningful way. Unless robots are at some point also the audience for news (yikes!), I think we journalists should be in the clear.

  2. Elbert Chu says:

    I saw this too— the examples I’ve seen are frighteningly impressive, and I would not have been able to identify which pieces were robo-scribed. I agree that the main applications for this technology will be good for stories that need to be quickly spit out. I think journalists who just write straight news might have to worry. On the other hand, journalists who can find smart angles, or identify powerful characters to drive strong narratives can feel more secure. Investigative reporters have even less to worry about. A computer program may be able to regurgitate data, or crunch numbers, but it takes human understanding to put disparate data points that otherwise seem unrelated, together. Still, it will be interesting to see how this technology develops and disrupts.

  3. Lindsay Armstrong says:

    We have been talking so much about the idea of added value- that with all of the new technology available, a journalists real role is to add value for the reader and help them to interpret and analyze information. I don’t think robo-writing can take the place of that human analysis. This article makes me wonder if robo-writing will change the strict, formulaic approach to news writing. After all, these computer can only produce these articles because of their easily mimicked style. Maybe this will encourage editors and writers to take more creative, less reproducible approaches to their stories.

  4. This reminded me of paper.li, a site that curates information from your Twitter, Facebook and other social media sites to make a daily newspaper (a.k.a., The Julian Dunn Daily). Their mission statement says, “We believe people (and not machines) are the ones qualified to curate the content” but their entire site is based on sorting your information for you—everything from identifying categories and trending topics to writing headlines. It’s pretty cool, but goes to show that a lot of journalist work can be done by, well, robots! Check it out.

  5. Kevin Loria says:

    In the same vein, Farhad Manjoo from slate is working on a series of articles on the topic of robots taking over many types of jobs – and it looks like journalism and blogging will be included.
    http://www.slate.com/id/2304442/

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  10. Oliver says:

    Is this really so different from all those $2-for-400-words articles that fill up the internet? It’s true that humans write them, but they’re made up of collected paragraphs of copy-pasted text. Maybe an automatic news reporter would at least be a bit more original than all those content-farms articles…

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  536. Today, well being treatment fraud is all over the information. There without
    doubt is fraud in overall health treatment. The exact same is correct for
    each individual business or endeavor touched by human palms, e.g.
    banking, credit, insurance, politics, and so on. There is no question that wellness care vendors who abuse their situation and our have faith in to
    steal are a trouble. So are all those from other professions who
    do the identical.

    Why does health and fitness treatment fraud look to get
    the ‘lions-share’ of focus? Could it be that it is the perfect auto to
    travel agendas for divergent groups wherever taxpayers, well being
    care customers and health care providers are dupes in a health and fitness treatment fraud
    shell-video game operated with ‘sleight-of-hand’ precision?

    Acquire a closer appear and a single finds
    this is no recreation-of-prospect. Taxpayers, customers and companies constantly reduce
    because the problem with wellbeing treatment fraud is not just the fraud, but it is that our authorities
    and insurers use the fraud dilemma to more agendas when at the similar time are unsuccessful
    to be accountable and choose responsibility for a fraud trouble they
    facilitate and make it possible for to flourish.

    one.Astronomical Value Estimates

    What superior way to report on fraud then to tout fraud
    value estimates, e.g.

    – “Fraud perpetrated versus both equally general public and non-public health and fitness designs costs between $seventy two and $220 billion annually, growing the cost of healthcare care and overall health insurance coverage and undermining general public have confidence in in our wellbeing treatment method… It is no extended a key that fraud signifies 1 of the fastest developing and most high priced kinds of crime in The us currently… We shell out these prices as taxpayers and as a result of better wellness insurance plan rates… We have to be proactive in combating overall health treatment fraud and abuse… We ought to also assure that law enforcement has the applications that it requires to discourage, detect, and punish wellbeing care fraud.” [Senator Ted Kaufman (D-DE), ten/28/09 push release]

    – The Normal Accounting Office (GAO) estimates that
    fraud in health care ranges from $sixty billion to
    $600 billion per 12 months – or everywhere between 3% and 10%
    of the $two trillion overall health care finances. [Well being Care Finance News studies, 10/two/09] The GAO is the investigative arm of Congress.

    – The Nationwide Wellbeing Treatment Anti-Fraud Association (NHCAA) reports more
    than $fifty four billion is stolen every single year in frauds
    intended to adhere us and our insurance policy organizations with
    fraudulent and unlawful professional medical fees.
    [NHCAA, world-wide-web-site] NHCAA was created and is funded by health insurance corporations.

    However, the dependability of the purported
    estimates is dubious at ideal. Insurers, point out and federal organizations, and others could assemble fraud knowledge associated to their possess missions,
    where by the sort, quality and volume of knowledge compiled varies broadly.

    David Hyman, professor of Law, College of Maryland, tells us that the widely-disseminated estimates of the
    incidence of wellbeing treatment fraud and abuse (assumed to be ten% of full expending) lacks any empirical foundation at all, the minimal we do know about wellness treatment fraud and abuse is dwarfed by
    what we do not know and what we know that is not so.
    [The Cato Journal, three/22/02]

    two.Well being Treatment Criteria

    The regulations & guidelines governing health care –
    range from state to condition and from payor
    to payor – are comprehensive and extremely baffling for vendors and
    other people to understand as they are created in legalese and not basic converse.

    Providers use particular codes to report circumstances treated (ICD-nine) and
    products and services rendered (CPT-four and HCPCS). These codes are used when searching for payment from payors for services rendered to
    sufferers. Whilst created to universally utilize to facilitate exact reporting to replicate providers’
    services, many insurers instruct companies to report codes primarily
    based on what the insurer’s pc modifying programs acknowledge – not on what the
    supplier rendered. More, apply making consultants instruct vendors on what codes to report to get compensated – in some situations codes that do not accurately mirror the provider’s company.

    Customers know what expert services they acquire from their health practitioner or other service provider but may perhaps not have a clue as
    to what these billing codes or service descriptors necessarily mean on rationalization of rewards acquired from insurers.
    This lack of knowing may possibly result in shoppers shifting on devoid of getting clarification of what the codes suggest, or could result in some believing they ended up improperly
    billed. The multitude of insurance policies strategies
    available these days, with various stages of protection, advert a
    wild card to the equation when providers are denied for
    non-protection – in particular if it is Medicare that denotes non-included services as
    not medically necessary.

    3.Proactively addressing the health and fitness treatment fraud problem

    The govt and insurers do extremely little to proactively tackle
    the dilemma with tangible pursuits that will end result in detecting inappropriate claims prior to they are paid out.
    Indeed, payors of overall health treatment promises proclaim
    to work a payment process centered on have faith in that
    companies invoice precisely for companies rendered, as they can not evaluation every claim just before payment is created since the reimbursement method would shut down.

    They assert to use refined personal computer courses to search for
    glitches and designs in claims, have greater pre- and article-payment
    audits of chosen providers to detect fraud, and have made consortiums and endeavor forces consisting of law enforcers and insurance coverage investigators
    to study the issue and share fraud details. Having said that, this action, for the most portion, is dealing with exercise
    immediately after the claim is paid and has little bearing on the proactive detection of fraud.

    4.Exorcise health and fitness treatment fraud with the creation of new laws

    The government’s studies on the fraud difficulty
    are released in earnest in conjunction with attempts to reform our well being treatment system, and our working experience displays us
    that it finally results in the governing administration introducing and enacting
    new rules – presuming new legal guidelines will outcome in much
    more fraud detected, investigated and prosecuted – without establishing
    how new legal guidelines will achieve this more successfully than present legislation that ended up not used to
    their comprehensive possible.

    With such attempts in 1996, we acquired the Wellbeing
    Insurance coverage Portability and Accountability Act (HIPAA).
    It was enacted by Congress to handle insurance coverage portability and accountability
    for client privateness and health and fitness
    treatment fraud and abuse. HIPAA purportedly was to equip
    federal legislation enforcers and prosecutors with the instruments to attack
    fraud, and resulted in the generation of a number of new health and fitness care fraud statutes, together with:
    Overall health Treatment Fraud, Theft or Embezzlement in Wellbeing Care, Obstructing Criminal Investigation of Health and fitness Care, and Untrue Statements Relating
    to Wellness Treatment Fraud Matters.

    In 2009, the Health Treatment Fraud Enforcement Act appeared on the scene.
    This act has lately been introduced by Congress with promises that it will
    construct on fraud prevention efforts and
    strengthen the governments’ capability to look into and
    prosecute squander, fraud and abuse in both government and private well being insurance policy by sentencing
    will increase redefining health treatment fraud offense enhancing whistleblower claims producing typical-sense mental state need for
    well being care fraud offenses and rising funding in federal antifraud investing.

    Undoubtedly, regulation enforcers and prosecutors
    Must have the instruments to correctly do their positions.

    Even so, these steps by itself, without having inclusion of some tangible and
    important ahead of-the-assert-is-paid steps, will have small effect
    on cutting down the occurrence of the difficulty.

    What is one particular person’s fraud (insurer alleging medically pointless services) is
    one more person’s savior (provider administering assessments to protect in opposition to probable lawsuits from authorized sharks).
    Is tort reform a possibility from those pushing for well being treatment
    reform? Unfortunately, it is not! Help for legislation putting new and onerous prerequisites on suppliers in the title of battling fraud, nonetheless, does not surface to be a dilemma.

    If Congress actually would like to use its legislative powers to make a
    big difference on the fraud issue they need to believe outside the house-the-box of what has
    currently been accomplished in some variety or
    vogue. Concentration on some front-close exercise that offers with addressing the fraud just before it transpires.
    The next are illustrative of actions that could be taken in an effort to stem-the-tide on fraud
    and abuse:

    -Need all payors and vendors, suppliers and other people only use authorized coding devices,
    where by the codes are clearly outlined for ALL to know and fully grasp
    what the certain code implies. Prohibit any person from deviating from the defined meaning when reporting providers rendered
    (suppliers, suppliers) and adjudicating statements for payment (payors and others).
    Make violations a demanding legal responsibility situation.

    -Have to have that all submitted statements to public and
    personal insurers be signed or annotated in some vogue by the
    affected person (or correct representative) affirming they obtained the claimed and billed expert services.
    If these affirmation is not existing assert isn’t paid out.
    If the declare is later identified to be problematic investigators have the means to talk with each the service provider and the client…

    -Need that all claims-handlers (specifically if
    they have authority to spend statements), consultants retained by insurers to assist
    on adjudicating promises, and fraud investigators be certified
    by a nationwide accrediting corporation below the purview of the federal government to exhibit that they have the requisite knowing
    for recognizing wellbeing care fraud, and the expertise to detect and investigate the fraud in wellness treatment statements.

    If these accreditation is not received, then neither the staff nor the specialist would be permitted to contact a health care assert or look into
    suspected overall health care fraud.

    -PROHIBIT general public and non-public payors from asserting fraud on promises formerly compensated wherever it is
    proven that the payor knew or really should have recognised the claim
    was poor and should really not have been paid out. And, in these situations in which fraud is founded
    in paid promises any monies gathered from
    providers and suppliers for overpayments be deposited into a nationwide account to
    fund different fraud and abuse training packages for people,
    insurers, regulation enforcers, prosecutors, legislators
    and some others fund front-line investigators for state wellness treatment regulatory boards
    to investigate fraud in their respective jurisdictions as effectively as funding other well being care relevant activity.

    -PROHIBIT insurers from raising rates of policyholders based mostly on estimates of the prevalence of fraud.
    Demand insurers to set up a factual foundation for purported losses attributed to fraud
    coupled with showing tangible evidence of their attempts to
    detect and look into fraud, as perfectly as not paying fraudulent claims.

    5.Insurers are victims of wellness care fraud

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