Categories
CW News

Analytsing content: come hear me speak

I’m giving a talk on word analysis, Google Analytics, and what I’ve being doing at Defra, the UK Department for Environment, Food and Rural Affairs and how I’ve been measuring the work myself and other content designers have done.

I’m one of the speakers at the March meetup for ‘Content, Seriously: Real strategies for real content’, which this month is focusing on Meaningful metrics and meaningful measurement: the constant content challenge. I’ll be talking about how to go beyond Google Analytics to assess content, which as you may tell from this site, is something I love carrying out.

The talk’s on Wednesday 16 March 2016 from 7:00 PM to 9:00 PM at the very top floor of the Captain Kidd pub, 108 Wapping High Street, London E1W 2NE. It’s a pirate’s spit away from Wapping Station and a short walk from Tower Gateway. Come for the talks, stay for the Sam Smith’s beer, of which I’m a fan.

The other 2 speakers are doing bigger things than me so it’s an honour to be sharing the evening with:

  • Adrian Kingwell of Mezzo Labs – “Analysis paralysis: how I conquered my fear of numbers and learned to love Google Analytics”
  • Charlie Southwell of Transmute – “Better metrics for social media”

Tickets are a £5, but Sam Smith’s beer is cheap and last time there was a round of drinks to be had.

Categories
About Writing

Reviews of reviews, reviewed

I’m very pleased to have passed my data analysis and statistical inference course. It’s just a shame that it reveals that a previous post is wrong.

First, why I’ve written this. It’s about statistical inference. To give a very short, very simplified view, statistical inference is a way of making predictions about larger sets of data from a few samples.

Say we wanted to work out the probability of a drug testing giving a false positive, or the proportion of university educated men who think a woman’s place is solely in the home. You could test or ask everyone, or you could run it past a few and make a prediction – or infer – the wider picture.

That’s what I tried to do with a script analysis. Unfortunately in my enthusiasm for the course, I did something very wrong – I went with what seemed to work rather than what I could prove.

I wanted to analyse scripts to make an inference. Excel has statistical tools. It seemed like a simple case of I feed the data in and get an answer out. Except only one gave a good answer. But it was called ‘correlation test’, so surely it meant it would show how things matched, or ‘correlated’?

Not really. Now I’ve worked with R, a maths program better suited for these tests than Excel, and passed my course with distinction (I earned it, I’m going to brag) I know now what I should have done.

I used too small a sample set and tests were too arbitrary. I could get away with a small test, or even arbitrary, but I used too many poor techniques. So I won’t repeat the experiment.

But it’s a good start. More importantly it’s shown me what can be analysed and that’s worth it, I’ll be starting that analysis over Christmas.

And if you do want to learn for yourself I can only recommend the Duke University online course via Coursera. You can sign up yourself for the next data analysis and statistical inference course.

Categories
Scientific Research

Season finales: which shows went out in style?

Season finales, the last show in a series, the end of an era… when a TV programme comes to an end (or season, depending on where you are) there’s a high expectation the writers will make it a classic.

This isn’t always the case. The Sopranos became notorious for its unclear ending of whether the main character, Tony Soprano, died or not. On the other hand, Breaking Bad‘s ending, which resolved the fate of Walter White, Jessie Pinkman and the others, won rave reviews.

Best season endings

The reason I used those two examples is that both The Sopranos and Breaking Bad were generally and consistently well-reviewed, so the endings had a high expectation of being of equally good (and ideally better) quality. Yet how do they compare to other series?

Two Reddit users, PhJulien and ChallengeResponse,  have done something clever I wish I thought of — getting the data from IMDB and comparing finales with average ratings. IMDB not only lists every episodes but also collects user ratings. More importantly, it lets you get at its data.

Here’s what they found.

Finales that topped the series

Series finales that topped or bombed - via /u/ChallengeResponse/Imgur
Series finales that topped or bombed (click image for full size) – via /u/ChallengeResponse/Imgur

What ChallengeResponse did was write a Python program to get the data and then made a chart ranking the difference between the average rating and the finale rating. He’s ranked this by the biggest difference, so that Glee, the school where the singing never stops, which got around a 6.8 average, had a finale with 9.2. I’m reading the charts for these numbers so may be off, but that’s a difference of 2.4 rating points.

At the other end, Dexter, the show about the serial-killer killer, caused a stink with viewers, dropping from its average of 8.9 out of 10 to 4.8 in the finale, a drop of 4.1 rating points.

Another, earlier, way to look at this is through PhJulien’s chart, which scatters average rating to finale.

Series average ratings plotted against finale rating
Series average ratings plotted against finale rating – via /u/PhJulien/Imgur

Looking at it this way, Breaking Bad, which had an extremely good average of 9.0 for its series as a whole, went out with a 9.9. So a good show went out almost perfectly, according to public rating the show on IMDB.

Looking at it this way the majority of shows go out roughly a little better than average (which is what viewers want).

Would this work with British TV?

No British show is in PhJulien’s chart, and only one in ChallengeResponse’s data – The Office (its US version is in PhJulien’s).

Could I repeat this? Yes, but the difference is that US shows offer a much bigger sample size — the US version of The Office ran to 201 episodes, the UK version to just 12 and 3 specials.

When you’re basing data on such small samples it gets a bit trickier, not least because the average for the finale is included in the series’ overall rating. That’s not a problem when the final episode is 1 out of 201, or 0.5% of all episodes and ratings, while the final of the UK version accounts for 7% of all ratings.

Could I try this? Yes, but I think the findings are too risky. Still, it’s a great idea and one that could be used in other data reviews.

Do it yourself

You can get all ChallengeResponses charts and more (ranked by finale, season average and alphabetically) at Imgur.

He also includes the links to doing it yourself by using IMDbPY and how he visualised it in iPython using matplotlib.

You can get the source code for iPython notebook on GitHub.

Categories
Scientific Research

Explaining the news: is Vox top?

There are thousands of news sites out there. But what if there was a way to find out which site is best for giving you a good overview of news stories.

I’ve analysed newspapers before, but this is different. At the recent News Impact Summit (NIS), I heard an interesting talk by the engagement manager for Vox, a newish online news site. But a couple of things seemed off with what we were told.

Vox’s spokeswoman told us that her site’s goal is to set itself apart from other news sites by explaining the news, and to do so in a shareable way. She showed examples of ‘cards’ (Vox’s way of displaying content explaining the news), but I couldn’t help but have a problem with their examples of ‘easy-to-understand’ content. With only 6 sentences shown on screen, at least 2 of them were longer than 30 words*.

At GOV.UK, where I’m currently freelancing, we wouldn’t have that. No not at all, for user research shows that anything over 25 words is a reading killer. Similarly, we’re told to avoid unnecessary or uncommon words, such as the “hence” that started sentences in the Vox examples.

On the other hand, Vox’s spokeswoman told us it put tremendous effort into polishing headlines to make more readers want to click.

Me being me, this prompted me to wonder what the truth is.

Man reading a website as a paper

Skip a section

If you want to skip the method and background you can go to:

Comparing the news

I selected several of the top news stories of the past year, ones that Vox had a ‘card’ for:

  • the ebola outbreak
  • Islamic State
  • Malaysian Airways MH17 downing over Ukraine
  • the Ukraine crisis
  • Michael Brown shooting and rioting in Ferguson, USA

I wanted to look at comparable news sources. This doesn’t just mean news sites. I looked at a combination of the most popular news sites in the world (that I could access without subscription), along with other ways we get news. So even though BuzzFeed and Reddit aren’t in the top 10 news sites, they are significant news source for many. I then divided these into new and old media.

‘Old media’ (organisations established before the internet):

  • BBC News — the UK’s most popular news site. Most of its articles are written by its own journalists
  • The Daily Mail — the world’s most popular news site and, unlike the New York Times, I can access its articles. It uses Associated Press articles along with its own
  • The Guardian — another globally popular website but one that aims to be a bit more highbrow than the Mail. Has many guest authors
  • The Economist — though not as popular, like Vox it seeks to explain the news and not just report it. No author bylines, all articles conform to one style

‘New media’ (organisations set up since the internet became popular):

  • Huffington Post — like Vox, this is a ‘new media’ site and very popular. It too has a range of guest authors
  • BuzzFeed — journalists love to spoof its hyperbolic headlines, but it’s increasingly popular, particularly on Facebook, and its UK editor was interesting at the NIS
  • Reddit — a social site with a range of topics. I looked at its ‘Explain like I’m 5’ sub-reddit (thread) for ‘simplified and layman-accessible explanations’
  • Vox — US news site that features both news stories and more in-depth explanations through its ‘cards’

Not every site had a good summary or explainer, while some had more than 1. You can see the full list of articles here.

Using various analytic tools, including readability analysis programs, word counts, my own splitting, and the LIWC word analysis tool, I ran the articles through several analyses.

What I expected to find and why

Vox says it spends a lot of effort perfecting the headline. Good, for I found in previous research that a good headline — descriptive, inviting, optimised — is vital for getting readers to click.

However, nothing was mentioned of polishing Vox’s content. To be fair to the speaker, she wasn’t a writer, so she may not have had the information. Yet this meant my expectation was that the headlines would be polished but the content could ramble (and not be readable).

As for the other sources… The Guardian is a ‘high brow’ paper so would probably be the least readable of the major sources. The Economist is also high brow but it takes the view that authors should never assume too much prior knowledge of its readers. As a subscriber I listen to its audio edition and the language flows. Like the BBC then, as a media firm that has a ‘spoken word service’ (so to speak) this helps focus on good readability.

The Daily Mail, however, is so popular that it must appeal to the lowest common denominator — easy reading. The Huffington Post was my main uncertainty — I don’t read it, and going by my social networks, no one else seems to (at least in the UK). But a quick looks shows that it has a lot of authors and no set tone.

Finally there are two of the newest sites — Reddit and BuzzFeed. BuzzFeed is a joke to many journalists (sorry BuzzFeed staff reading this). But at the NIS, the site more (in)famous for headlines like “Can You Make It Through This Post Without Feeling Sexually Attracted to Food? ” and “Emoji Facts That Will Make You 🙂” and its ilk seemed to be getting the last laugh. Its UK news editor got the respect, if grudging, from the more senior hacks there.

In part it’s because BuzzFeed is going beyond cat pictures to do more serious reports. Readers are coming for the memes but staying for the news.

Reddit is slightly different to all the others on this source. It’s a glorified messageboard — anyone can ask a question, anyone can answer. Other users can vote on questions and answers, and as it’s so popular it has a wide range of users, from experts to the average internet commenter. Thanks to the voting of the ‘best’ queries and answers I’ve often found good, clear explanations that go beyond the news article it’s linked to. In particular, the Explain Like I’m 5 sub-Reddit (thread) is dedicated to explaining complex issues (not just the news) and ideas in simple ways.

Results

Data processing

Headlines

Headline complexity

A good headline will give enough detail to describe, but leave enough out to make the reader want to find out more. Today’s readers are presented with so many headlines on a news site’s homepage, let alone their social and other sites, that it’s vital that headlines stand out. One way of doing that is making sure they actually understand (or have a good guess) of what the headline will link to.

I couldn’t measure whether something was clickbait (ie, content doesn’t match the title), and I find headlines are too short to run a readability analysis. Instead I found complexity of words as a good proxy, where a ‘complex word’ is any with 3 or more syllables. In other words, long words.

Though not perfect, it does give us an idea of how snappy a headline is. I didn’t look at length because in this day of search engine optimisation, and on my previous research, I didn’t find a good correlation between clicks and length.

A good headline then should be long enough to capture the story and capture the reader — no more, no less.

Most complex is the Guardian, followed by BuzzFeed (well it does like words like ‘unbelievable’ and ‘amazing’). Vox, by contrast, has fairly snappy headlines (“11 things you need to know about Ebola”), as do the other new media sites, Reddit and the Huffington Post.

Headline categorisation

While it’s hard to gauge content, the LIWC can give some idea of what the headline is about based on word categories.

Vox says it’s there to explain the news and it does have a high proportion of insight words (“think”, “know”). The Guardian, by contrast, has more causation words (“because”). Now there’s a subtle difference between causation and insight. My view is that words classed as “insight” are more fact-based (“this is what happened”) whereas insight is more about opinion (“this is why this thing happened”). Both give you an overview, but causation suggests that it’s opinion-led.

This is a subtle distinction but if this is true suggests that the Guardian (and Huffington Post) are likely to have the more opinionated authors, those who (claim to) know the answer. By contrast, Vox, like the BBC, is more neutral, focusing on the facts.

For touchy feely types, Reddit is about the senses (“We’ve been hearing about ebola…”). Of course the main difference of Reddit with the others is that the question (or headline) in this case is posed by one user and answered by others. This will result in varying questioning styles and answers.

Body copy

Let’s go from the headlines now into the meat of the content. So far Vox seems to be doing what it stated — explaining in a fairly neutral way what’s happening, with fairly polished headlines.

Readability

There are different ways to score how easy it is to read an article. These are based on looking at sentence length, complexity (number of syllables) and other factors.

Averaging the outputs I came up with a score, where, like golf, the higher the number the ‘worse’ it is.

As with headlines, the Guardian insists on being complex. Yet Vox isn’t that far off, being the next most complex, in line with my expectations based on those long sentences and non-plain words.

By contrast the BBC is a lot less complex. I did include one article aimed at children on CBBC, but this had a similar readability score to the main BBC News article. The Daily Mail also keeps its writing less complex. Like the BBC it has a broad readership and as such can’t afford to be too complex.

Let’s dig a bit deeper and look at other reasons why the Guardian and others are so complex.

Sentence length distribution

I looked at sentence length partly because of this quote on the GOV.UK blog:

Writing guru Ann Wylie describes research showing that when average sentence length is 14 words, readers understand more than 90% of what they’re reading. At 43 words, comprehension drops to less than 10%.

Cumulative here just means that I keep adding the total in one category to the next. So BuzzFeed has 24% of its sentences in ‘9 and fewer words’, and 51% (24%+27% for ’10-14 words’) fewer than 14 words. The Guardian by contrast (yet again) only has 12% of its sentence as short as 9 words.

Looking at the curves you can see that BuzzFeed has short, punchy sentences and so its curve is steep and peaks early. The Guardian, with long, word sentences, gently curves out as it rambles on. Vox is between the two. That can be a good middle path. Short sentences aren’t always best. They can be distracting.

This method isn’t perfect but with enough data it does give a good indicator — BuzzFeed’s sentences are likely to be understood by more people than the Guardian’s. And Vox’s.

Long sentence split

There’s another way of looking at  sentence length — what’s the overall split between complex and short sentences?

BuzzFeed really stands out for its snappiness, while a 1/3 of the Guardian’s sentences are classed as long. Ouch.

Yet despite having a good readability score, the Daily Mail has sentence length proportions approaching the Guardian’s. We need to find out more.

Adverb use

I believe the road to hell is paved with adverbs, and I will shout it from the rooftops.

Stephen King is just one of many authors and style-guide setters who rail against the adverb, seeing it as a sign of poor writing. Adverbs modify verbs, such as “he quickly walked”. A good writer would generally (and this is a generalism, as there is debate) use a single word than add an adverb. For example, rather than “quickly walked”, they’d use “darted”, “dashed” and so on (as long as the single word is still plain English).

As such I use adverb count as a rough measure of how good the writing is. It can also be seen as how good the sub-editing process is (if any, sad to say), balanced against the need to let an author’s voice be heard.

Reddit has the highest use of adverbs. Not surprising — users aren’t professional writers nor do they have a sub-editor. I’d be surprised if the authors themselves even spent time editing their work. And that’s to be expected, as Reddit is ultimately a messageboard, not a professional publication.

I was surprised at the amount of adverbs in the Huffington Post and the Guardian. Having had the chance to ask a former Guardian sub I was told that the paper, while keen to maintain its style, doesn’t want to mask the author’s voice. With many authors not professional writers (and, being news, they have a short time to compose their material) it’s no wonder that adverbs are allowed.

The BBC, by contrast, is in no rush to break news, nor does not have many guest columnists but instead has professional journalists write most of its content. The Economist is a weekly newspaper so has that increasingly rare luxury of time — time to let writers review and subs to sub. It also aims to have a single, consistent style and voice.

This doesn’t explain the Daily Mail, which sits there, in the middle. But of the 3 articles analysed, 2 were by the Associated Press, which tends to go for a neutral style (unlike the Mail).

Subjects and pronoun use

Finally let’s look at who the authors address and how much of this is personal experience.

Now I’ve not accounted for quotations in this, which by their nature are personal experiences and need attributing (he says).

As before, Reddit as the more social of the news sources lead the way with the personal “I”. And with the question being set by another user, it’s natural to respond to them with “you”. I was surprised that the Huffington Post had a similar proportion, but I wasn’t surprised that the traditional news sources lack the first person.

What can this tell us? GOV.UK tells its writers to address its subjects as “you”, though I couldn’t find the research to say why this is best. As a writer it does feel more personal using “you” but can’t  say why it’s better to the reader. My research on this at Which?, where I had Google Analytics and Omniture data, didn’t lead to any conclusions about user behaviour and the best form of addressing readers.

Instead it’s more as interest to see how the split goes between different organisations, and the divide between the old and new media.

Passive voice

Style guides warn against the use of passive voice and encourage the active voice (ie, “Freddie Starr ate my hamster”, not “A hamster was eaten by Freddie Starr”).

The BBC, the bastion of impartial and neutral news, and so is the most passive (“it was claimed”). A noble idea, but not always as readable. Vox at the other end is the most direct (“Russia denies it is invading”) along with the Mail and Guardian. BuzzFeed doesn’t do as well here (“Authorities in these nations have scrambled to contain the disease”), but its short sentences seem to carry its overall readability.

Summary

Looking at how easy it is to understand a headline, the new media (Vox, Reddit and Huffington Post) win the day. Their headlines were the most polished and appealing to readers, and state clearly that they’ll explain the news.

The new media sites, with the exception of BuzzFeed (“11 Things You Need To Know About The Ebola Epidemic That’s Killing Thousands”), had less complex headlines. Not to say that this meant short headlines — search words have to be crammed it — but shorter words were generally used.

The best overall readability was for the BBC, but in terms of sentence lengths BuzzFeed kept it short and punchy throughout. The Guardian however had long headlines and long sentences, hurting its chances of being widely understood by a wide demographic.

Other observations

Several sites had topic pages, eg the Huffington Post’s MH17 topic, while few had summaries like Vox’s cards or the BBC’s explainers . Topics are pages that collect all pages related to a news story could be found. Yet when I tried to use them to find the ‘best’ page or a summary it was a barren search. Instead it seemed more as a technical solution (grouping similar content) to a technical problem, but not an editorial answer. I preferred the Vox style of an editorial collection summing up the situation.

I ignored images, which the Daily Mail and BuzzFeed have a large number of. I don’t know how this may affect readability. When it comes to online content I’m with Alice (of Wonderland fame), who tired of writing that lacks pictures. I don’t know what effect this has on readership, though I know that images benefit search engine optimisation.

Finally, I didn’t look at overall word length as this would be unfair on Vox. Though this is a good indicator of readability, the way Vox arranged its content meant its multiple pages would count as one according to the analysis programs.

Conclusion

Breaking news

Does all this matter? News sources cater to different audiences so if the Guardian wants a reader base that has to put in a bit of effort to understand what it’s trying to say, then that’s the Guardian’s choice. Me, I prefer to keep things plain.

I also wonder whether complex readability hurts the Guardian’s influence — if readers aren’t clear what’s being said then how can the paper have a great influence? How many people enjoy struggling through an article? If there’s a good point to be made, let alone a tricky question to answer, why make it hard to understand.

I have no beef with Vox. It’s interesting what they’re doing and I single them out because they presented a statement to a room of journalists and it’s a journalist’s job to challenge. But compared with newspapers that have already been explaining the news for years, such as the Economist, it has much to learn. It wasn’t surprising then to hear that Vox was set up by bloggers. Blogging is a different beast to journalism, though as shown by Vox’s rapid rise, it has benefits for grabbing online readers.

So in answer to the question in the headline — is Vox top? The answer follows Betteridge’s law — no. Vox has good headlines but its content is so dense that it is unlikely to attract the broad demographic it apparently aims for.

Instead I see BuzzFeed continuing its success due to its easy-to-read sentences (and so be readable by the widest audience). Yet in contrast to its copy, BuzzFeed’s headlines were long, though at least they described the article.

Yet a quick revisit to Vox showed a different story. While headlines to the explanatory cards in Vox were well written, the news headlines caused a bit of headache when we looked at them. “Europe’s leaders have succeeded in making Greece unimportant” had to be read a couple of times to get the meaning. I wasn’t even sure what I’d get when I clicked on that headline.

Is there a best site, as stated at the start of this article? Horses for courses, but to avoid weasling out, I’d say that the BBC seems to strike the best balance between them, while at the more sensational end BuzzFeed is best. Reddit can be good, but I’d prefer to monitor its news summing up before giving a better answer.

Next time

If I did this again I’d also want to look at:

  • passive voice proportions through a new tool — I don’t like the passive voice analysis in here so would want a second opinion
  • verb phrases per sentence, apparently a better predictor of readability — this would mean building a new analysis tool
  • more data — bigger is better, but I couldn’t/didn’t scrape this time as it would have taken longer than doing it manually

Predictions

I don’t have the traffic data for any of the sites I analysed. Reddit is probably the closest as it gives a score. Of course if anyone working at those sites wants to send me any data I’d gratefully receive it…

Even with this lack of data, I’d still expect:

  • BBC — slower off the mark with news stories as it spends longer polishing them, so it’s worst for breaking news, but it’s the easiest to comprehend news source. Will continue to be a go-to news site of choice, but its CBBC news for children needs to be simplified. If traffic is good its ‘explainers’ may become more popular
  • The Daily Mail — with only one article written by the Mail it’s hard to give a unique distinction for it, but those selected were easy enough to read. Will remain a global news souce
  • The Guardian — plodding headlines and plodding pieces mean that if articles are read, I’m not sure how much will truly be retained and understood. I wonder how many readers skip straight to the comments. While those who understand it seem to love it, its high reading comprehension means its demographics will be much narrower most of the other news sources in this study
  • The Economist — in many ways what Vox is aiming for, each article assumes no prior knowledge and it’ll remain my go-to newspaper for news summaries. If only its headlines were a little more descriptive and it sentences a bit more active, it may become more popular than it is
  • Huffington Post — it’ll continue to be stuck in the middle ground, neither new or old media, it’s both too impersonal and too distant so occupies this niche. A niche that’s not enticing to me
  • BuzzFeed — I expect a reasonable click-through rate for its headlines but as its articles are easy to read users are likely to share them and to read more of them. Expect the news site to grow in popularity. I’m guessing its complex headlines serve its purposes, and I’d be interested to see what testing they’ve done on them
  • Reddit — it has users who address other users, don’t expect a polished (or any response) but can give an easy to digest understanding of the situation (if the article exists). Surprising amount of experts on there, from Arnold Schwarzenegger to research scientists. Its future depends on its readers (which reminds me of something)
  • Vox — it will draw readers in with a good click-through for headlines but will have a high bounce (‘exit) rate and low click-through for the next page due to its hard-to-read format
  • topic pages on news sites — unless top/relevant/best posts are pinned to the top these will mainly serve as useful pages for the authors but too garbled to use for the average reader

*I blame GOV.UK for being able to spot a complex sentence and counting it in a Rain Man-esque manner

Categories
Professionals

Top 7 Jorge Borges stories for HP Lovecraft fans

HP Lovecraft was a writer who created universes in which many dark and strange things are possible. While his protagonists were often alone in these dark creations, Lovecraft himself was not unique in telling compelling tales.

His skill however was rare and most of Lovecraft’s imitators and contemporaries have been forgotten, and many more unread. But one who stands out is one who is not obvious (though perhaps he’d have liked that) as a fellow master of the short story that preys on your mind long after you close the book — Jorge Luis Borges.

Categories
Scientific Research

Better writing measured

We say as writers that we can make writing better, but how can we measure this?

You can use editorial authority, or user research, but I wanted to use a way that was simple to analyse, could be done by anyone, and could justify the work we’d been doing.

Categories
News

Sitting around Arthur’s World

You’re in Arthur’s World whether you realise it or not — and that applies to both the audience and the main character.

In the loft of Shepherds Bush theatre, Arthur’s council bedsit is oblivious to the riots and death outside, and the audience inside sitting snugly along the wall.

Categories
Research

Four reasons why sentiment analysis matters to you – part 2

Sentiment analysis matters. That’s why last time we looked at three good reasons why, now we’ll look at the final reason and sum it up.

You can find out why sentiment analysis matters, otherwise read on for the final reason and summary.

Categories
Research Writing

Dressing your characters

Describing your character’s dress and appearance can be the sign of poor writing taste – but not if you do it in the right context, as a Harvard Business School study has just confirmed.

When writing a story, having a character know what the norms are and being able to conform or break them, and how others react to this, can help a story. While some dress differently “to communicate that they are different or worthy of attention”, the exact effects have been found in a psychological study.

And it led to interesting results relevant to writers.

Categories
Research

Four reasons why sentiment analysis matters to you – part 1

There are many reasons for you to carry out sentiment analysis and word studies, but those listed in this and part two are four of the best.

Last time I gave you an overview of why word sentiment and word count matter, how it adds to our understanding of text, and can give pointers where to focus. This time we’ll look at specifics.