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Showing posts with label Search Query Mining. Show all posts
Showing posts with label Search Query Mining. Show all posts

Want To Implement Psychology of Color to Increase Website Conversions

- Credit goes to Jeremy Smith (original author) & Kismetrics  Original Link

Color wields enormous sway over our attitudes and emotions. When our eyes take in a color, they communicate with a region of the brain known as the hypothalamus, which in turn sends a cascade of signals to the pituitary gland, on to the endocrine system, and then to the thyroid glands. The thyroid glands signal the release of hormones, which cause fluctuation in mood, emotion, and resulting behavior.
Research from QuickSprout indicates that 90% of all product assessments have to do with color. “Color,” writes Neil Patel, is “85% of the reason you purchased a specific product.” It’s a no-brainer fact of any website that color affects conversions. Big time.
So, the bottom line is: use the right colors, and you win.

What is Color Psychology?

In order to really appreciate the tips below, you’ll benefit from a little information on color psychology.
Color psychology is the science of how color affects human behavior. Color psychology actually is a branch of the broader field of behavioral psychology. Suffice it to say that it’s a pretty complicated field. Some skeptics are even dismissive of the whole field of color psychology, due to the difficulty of testing theories. My own research on the topic, as this article conveys, lacks scientific evidence to back up every claim. But that alone is no reason to dismiss the profound and unarguable effect that color has on people.
There are key facts of color theory that are indisputable. In a peer reviewed journal article, Satyendra Singh determined that it takes a mere 90 seconds for a customer to form an opinion about a product. And, 62-90% of that interaction is determined by the color of the product alone.
Color psychology is a must-study field for leaders, office managers, architects, gardeners, chefs, product designers, packaging designers, store owners, and even expectant parents painting the nursery for the new arrival! Color is critical. Our success depends upon how we use color.

Where Should You Use Color?

Let’s get oriented to our context. Since color is ubiquitous, we need to understand where you should use these color tips. This article discusses the use of color in website design. Specifically, we’re talking about the color scheme of a website, which includes the tint of hero graphics, headline type, borders, backgrounds, buttons, and popups.
In the example below, NinjaJump uses a green-yellow-red color scheme in their logo, phone number, video C2A, menu bar, graphics, category menu, sub headings, and sidebar. The tips that we discuss below can be applied in similar ways — menus, sidebars, color schemes, etc.

Using the Right Color in the Right Way

Color is a tricky thing. You have to use it in the right way, at the right time, with the right audience, and for the right purpose.
For example, if you are selling bouncy jump houses — those things that kids play in — you don’t want to use a black website. Props, NinjaJump.com.
1-ninja-jump
For the jump house site, you want lots of bright and vibrant colors, probably some reds, greens, and maybe a splash of yellow for good measure. If, on the other hand, you’re selling a product to women, you don’t want to use brown or orange. Maybe that’s why L’oreal uses black and white, with purple overlay, in their e-commerce homepage.
2-loreal
I’ll explain all the tricks below. In order to succeed at using the right color psychology, you need to follow these core principles:
The right way
The right time
The right audience
The right purpose
Here are some tips that the pros use when dealing with conversions and color.

Color Tips that Will Improve Your Conversions

1. Women don’t like gray, orange, and brown. They like blue, purple, and green.

The sociological differences between color preferences is a whole branch of study unto itself. Patel got it right when he cited the colors preferred, and disliked, by the two genders.
3-color-targeting-demographics
In a survey on color and gender, 35% of women said blue was their favorite color, followed by purple (23%) and green (14%). 33% of women confessed that orange was their least favorite color, followed by brown (33%) and gray (17%).
Other studies have corroborated these findings, revealing a female aversion to earthy tones, and a preference for primary colors with tints. Look at how this is played out. Visit nearly any e-commerce site whose target audience is female, and you’ll find these female color preferences affirmed.
Milani Cosmetics has a primarily female customer base. Thus, there’s not a shred of orange, gray, or brown on the homepage:
4-milani-website
Woman’s Day uses all three of the favorite colors of women (blue, purple, and green) on their homepage, thus inviting in their target audience:
5-womans-day-website
Most people think that the universally-loved female color is pink. It’s not. Just a small percentage of women choose pink as their favorite color. Thus, while pink may suggest femininity in color psychology, this doesn’t mean that pink is appealing to all women, or even most women. Use colors other than pink — like blue, purple, and green — and you may improve the appeal of your e-commerce website to female visitors. And that may, in turn, improve conversions.

2. Men don’t like purple, orange, and brown. Men like blue, green, and black.

If you’re marketing to men, these are the colors to stay away from: purple, orange, and brown. Instead, use blue, green, and black. These colors — blue, green, and black — are traditionally associated with maleness. However, it comes as a slight surprise to some that brown isn’t a favorite pick.

3. Use blue in order to cultivate user’s trust.

Blue is one of the most-used colors, with good reason. A lot of people like blue.
Read the literature on blue, and you’ll come across messages like
  • The color blue is a color of trust, peace, order, and loyalty. (source)
  • Blue is the color of corporate America and it says, “Chill . . . believe and trust me . . . have confidence in what I am saying!” (source)
  • Blue calls to mind feelings of calmness and serenity. It often is described as peaceful, tranquil, secure, and orderly. (source)
There is wide agreement in the research community on the psychological effects of the color blue. Its subtle message of trustworthiness and serenity is true. You can use this to your advantage on your website and landing pages.
The world’s biggest social network is blue. For a company whose core values are transparency and trust, this probably is not an accident.
6-facebook-homepage
A company that serves as a conduit for billions of dollars, PayPal, also prefers the color blue. Chances are, this helps to improve their trustworthiness. If they were to try, say, red or orange as the theme color and branding, they probably wouldn’t have the same level of conversion.
7-paypal-website
Blue is, in fact, a color heavily used by many banks. Here’s CapitalOne.com, a major Internet bank:
8-capital-one-website
Although blue is pretty much an all-round great color, it should never be used for anything related to food. Dieters have used blue plates to successfully prevent them from eating more. Evolutionary theory suggests that blue is a color associated with poison. There aren’t very many blue foods — blueberries and plums just about cover it. Thus, never use blue if you’re selling foodie stuff.

4. Yellow is for warnings.

Yellow is a color of warning. Hence, the color yellow is used for warning signs, traffic signals, and wet floor signs.
9-two-way-sign
10-caution-wet-floor
It seems odd, then, that some color psychologists declare yellow to be the color of happiness. Business Insider reports that “brands use yellow to show that they’re fun and friendly.” There is a chance that yellow can suggest playfulness. However, since yellow stimulates the brain’s excitement center, the playfulness feeling may be simply a state of heightened emotion and response, not exactly sheer joy.
Color psychology is closely tied to memories and experiences. So, if someone had a very pleasant experience with someone wearing a yellow shirt, eating at a fast food establishment with yellow arches, or living in a home with yellow walls, then the yellow color may cause joy by memory association.
One of the most-cited “facts” about the color yellow is that it makes babies cry and people angry. To date, I have not found any study that backs up this claim, even though everyone is fairly comfortable repeating it.
11-google-serp
I’ve even read that “the color yellow can cause nausea,” though I’m doubtful about this.
12-yellow-causes-nausea
If you find the study about cranky babies and angry people living in yellow-walled houses, please let me know. I’m pretty sure that babies are going to cry and people are going to get ticked, regardless of the paint color. Whatever the case, it does seem true that “yellow activates the anxiety center of the brain,” as reported by one color expert.
A heightened anxiety level during any website experience is never a good thing, unless it comes in small doses. Thus, a yellow call to action may create just a touch of anxiety that’s needed to make them click the desired call to action.
Use yellow in small doses unless you want to cause unnecessary anxiety.

5. Green is ideal for environmental and outdoor products.

Perhaps the most intuitive color connection is green — the color of outdoors, eco-friendly, nature, and the environment. Green essentially is a chromatic symbol for nature itself.
Apart from its fairly obvious outdoorsy suggestiveness, green also is a color that can improve creativity. Labeled “the green effect,” one study indicated that participants had more bursts of creativity when presented with a flash of green color as opposed to any other color.
If the focus of your website has anything to do with nature, environment, organic, or outdoors, green should be your color of choice.
Green isn’t just about nature, though. Green also is a good call to action color, especially when used in combination with the “isolation effect,” also known as the von Restorff effect, which states that you remember things better if they stand out. You remember the Statue of Liberty because it’s big, tall, green, and there aren’t a whole lot of them in the New York harbor. In color psychology, the isolation effect occurs when a focus item, such as a conversion step, is the only item of a particular color. The technique works wonders for calls to action, and green is an ideal choice.
Here’s how Conrad Feagin uses it:
13-discover-how
All of Dell’s conversion elements are green.
14-dell-pricing-page
15-dell-inspiron
The word “green” itself is a buzzword for environmental awareness and appreciation. Using the word and the color itself can lend an environmental aura to your website, improving your reputation among those who are passionate about environmental concerns.

5. Orange is a fun color that can create a sense of haste or impulse.

The positive side of orange is that it can be used as the “fun” color. According to some, orange helps to “stimulate physical activity, competition, and confidence.” This may be why orange is used heavily by sports teams and children’s products.
This logo should be familiar, in light of recent events:
Click here to see the logo
Here’s another team that proudly uses orange:
Click here to see the logo
In fact, there are a ton of sports teams that use orange: Florida Gators, Clemson Tigers, Boise State Broncos, Syracuse, New York Knicks, New York Mets, San Diego Chargers, etc.
Amazon.com uses orange in their “limited time offer” banner. The color suggests urgency, which makes the message more noticeable and actionable:
18-amazon-kindle
It makes sense. Orange means active. Orange means fun. Orange means togetherness. Because it’s a loud and warm color. However, orange can be slightly overwhelming. An article on Psych.Answers.com advises, “Orange will be used sparingly to bring your attention to something, but not so much as to overwhelm the actual message of the advert.”
Sometimes, orange is interpreted as “cheap.” (Compare this to black, which is the color of luxury. See below.) Forbes posed the question, “Does orange mean cheap?” in an article on the “Effect of Color on Sales of Commercial Products.” The resounding answer was “yes.” If your product offering is cheap, or if you want it to be seen as such, orange may be a good choice. Vive la Big Lots.

6. Black adds a sense of luxury and value.

The darker the tone, the more lux it is, says our internal color psychology. An article from Lifescript describes black as “elegance, sophistication, power,” which is exactly what luxury designers and high-end e-commerce sites want you to feel. The article goes on to describe black as the color of “timeless, classic” which helps further explain the use of black in high-value products.
In a Business Insider piece on color and branding, the author relates the significance of black:
“Black can also be seen as a luxurious color. ‘Black, when used correctly can communicate glamour, sophistication, exclusivity.’”
Louis Vuitton handbags are not cheap. Absent from the site are colors and designs of whimsy and fun. This is serious value:
19-louis-vuitton
Citizen Watch, better than the average Timex, also uses the dark-tone website design:
20-citizen-eco-drive
Lamborghini does the same thing. Black is the name of the game:
21-lamborghini
If you are selling high-value luxury consumer items on your website, black probably would be a good choice.

7. Use bright primary colors for your call to action.

In strict testing environments, the highest-converting colors for calls to action are bright primary and secondary colors – red, green, orange, yellow.
Darker colors like black, dark gray, brown, or purple have very low conversion rates. Brighter ones have higher conversion rates.
Women’s Health uses a bright mauve-tinted shade for their popup call to action. They’ve got the female-associated purple/pink tint going for them, along with a bright tone.
22-bikini-body
GreenGeeks uses a yellow button:
23-start-selling-today
The biggest retailer in the world uses that famous “add to cart” button. It’s yellow:
24-amazon-qty
Some of the best conversion colors are the “ugly” ones — orange and yellow. An article on ColorMatters.com states, “Psychologically, the ‘anti-aesthetic’ colors may well capture more attention than those on the aesthetically-correct list.” Since the goal of a conversion element is to capture attention, then you may do just fine with that big orange button (BOB). Or yellow.

8. Don’t neglect white.

In most of the color psychology material I read, there is a forgotten feature. Maybe that’s because color theorists can’t agree on whether white is a color or not. I don’t really care whether it is or not. What I do know is that copious use of white space is a powerful design feature. Take, for example, the most popular website in the world. It’s basically all white:
25-google
White is often forgotten, because its primary use is as a background color. Most well-designed websites today use plenty of white space in order to create a sense of freedom, spaciousness, and breathability.

Conclusion

The Internet is a colorful place, and there is a lot that can be accomplished by using color in the right way, at the right time, with the right audience, and for the right purpose.
Naturally, this article leads to questions about making changes in your company’s context. What about if your company has a specific color style guide? What if the logo color dictates a certain tint? What if the lead designer dictates color requirements? How do you deal with that?
You may not be in a position to rewrite your style guide and pick your own website color palette or font colors on the email template. So, how can you use color psychology in these situations? There are a few options:
  • If the colors really suck, campaign for change. In some situations, you may need to make a difference. If you’re a high-heel designer selling to upscale women, but have a crappy orange logo, share your concerns with the decision-makers. People sometimes make stupid color decisions. Kindly show them why and how a killer color scheme can make a conversion difference.
  • Use psychology-appropriate colors that match the existing color scheme. Sure, you need to adapt to the color scheme, but you can still use a splash of strategic color here and there. Let’s say, for sake of example, that you have a blue-themed website. Fine. You can create a popup to harvest email addresses, and use a bright yellow button. The button is psychology-appropriate, and it doesn’t do damage to the company’s color branding.
The more freedom you have in your color scheme, the better. Here are some solid takeaways as you implement color psychology into your website:
  • Test several colors. Despite what some may say, there is no right color for a conversion text or button. Try a green, purple, or yellow button. Explore the advantages of a black background scheme vs. a white background. Find out which works best for your audience and with your product.
  • Don’t just leave color choice up to your designer. I have enormous respect for most web designers. I’ve worked with many of them. However, don’t let your designer dictate what colors you should use on your website. Color is a conversion issue, not just an “Oh, it looks good” issue. Color aesthetics is not everything. Color conversion effects are important! You should be heavily involved in the color selection of your landing pages in order to improve your conversions.
  • Avoid color overload. I’ve just spent over 3,000 words telling you how important and awesome color is. Now, you’re going to go out and color something. But don’t go overboard. Remember my final point. I put it last for a reason. White is a color, and it should be your BFF color, too. Reign in your color enthusiasm with a whole lot of white. Too many colors can create a sense of confusion.

Are You Facing Zero AdWords Conversions Problem

- Credit goes to Iain Dooley (original author) & unbounce  Original Link


It’s exciting when you first start buying AdWords traffic.
You have your offer, you have your landing page up, you’re gonna make it after all!
But that excitement quickly turns to dismay when you find that no one is buying your stuff. Nobody’s signing up.
And every day AdWords keeps taking your money.
At this point many people simply give up on AdWords.
“AdWords just doesn’t work for my business!”
“Maybe we’ll try Facebook ads!”
“We’ll do better with SEO and content marketing!”
The sad truth is that there are very few businesses that are likely to succeed in the long term if they can’t get even a few customers through AdWords initially.
That’s a pretty big claim, but read on and you’ll see why I’m confident in making it.

What’s your problem?

The first step in getting more AdWords conversions is figuring out what a conversion even means for your business.
AdWords conversion tracking allows you to see which of your ads and keywords are getting you the best results.
The actual mechanics of setting up conversion tracking are explained pretty well in Google’s own support documentation and on the face of it this seems like a pretty trivial issue.
If you run a SaaS business, you would set up a conversion event to trigger when someone signs up.
If you’re running an eCommerce business you would set up a conversion event to trigger when someone buys from you.
What the Google support documentation (and virtually every other resource on conversion tracking I’ve ever encountered) fails to discuss, though, is what to do when you have zero conversions.
AdWords-conversion-event

Separating out your marketing problem from your sales problem

Chances are that you’re not going to get sales or sign-ups immediately after you start advertising.
This is caused by one of the following 2 issues (or sometimes both):
  1. Keyword targeting: which search terms represent the best opportunities for you to connect with your target market cost effectively?
  2. Conversion: how do we actually sell to our target market?
You can think of these as being a “marketing problem” and a “sales problem” respectively.
If you find that you have a steady stream of affordable traffic from people looking for your product but no one buys, you have a sales problem.
If you find that you can’t afford or can’t find any significant traffic volume from people in your target market, you have a marketing problem.
It’s quite difficult to try and fix both marketing and sales problems simultaneously.
When you’re working on targeting your AdWords spend, especially if your product or service is a bit ambiguous or something quite new, it can be very useful to know which keywords indicate someone as being in your target market even if they haven’t bought from you yet.
For example, say you have a solution for small investors to quickly and easily purchase low-risk diversified company stocks with little research or upfront cash investment. Your target market is certainly online and searching for things related to your solution, but they’re not searching for exactly what it is you’re selling because they don’t know it exists yet.
You have a marketing problem.
Alternatively, say you sell ladies shoes in petite sizes. People are online searching specifically for what it is you’re selling, but they don’t buy from you.
You have a sales problem.
In other words, you want to try and solve your marketing problem independently of your sales problem and this is where using an “intermediary” conversion event in AdWords can help.

Placing the Conversion Event At the Beginning of Your Marketing Funnel

If you sell widgets, and people are looking for widgets, and they come to your site and don’t buy widgets from you, it’s pretty obvious that there’s a problem.
It’s not always immediately apparent, though, whether this is a marketing problem or a sales problem.
The trick here is to fix the marketing problem first by picking just a few of the most promising search terms and focusing on selling to these people.
That way you can hone your sales process while risking very little money on AdWords traffic that doesn’t convert.
But how do you know which search terms are the most promising if no one is actually buying from you?

A good example of this is if you’re running an online shoe store focused on shoes for early childhood up to age 4.
When someone searches for “kids shoes” and comes to your site, but doesn’t buy, was it because your site is poorly optimised and has a hostile user experience (a sales problem), or was it because people searching for kids shoes are mostly looking for shoes for school-aged children over the age of 5 (a marketing problem)?
To find out, you can place a conversion event at the start of your purchase process, rather than the finish. For example, you could trigger a conversion if someone adds any product to their cart.
Another tactic might be to put together a landing page that has a very simple headline/value proposition and a “Learn more” button that goes to your product page.
If you make your headline clear enough, eg. “Healthy shoes for children aged 4 and under” you can be certain that anyone who clicks “learn more” is looking for shoes for their children aged four and under.

Using Google Tag Manager to Track Conversions

In some cases, the task of triggering an “intermediary” conversion event can be technically laborious.
For example, imagine that I wanted to trigger a conversion event if someone went to any page on my site, other than the homepage. Or that I wanted to trigger a conversion when someone clicked “buy now”, triggering a checkout popup window (even if they didn’t complete their purchase).
Google Tag Manager is a tremendously useful tool for tracking complex conversion events in both AdWords and Google Analytics.
Not only can you do traditional “page based” conversions using “rule sets” that trigger your conversions (for example, “trigger this conversion on any page other than the homepage”) but you can attach conversions to virtually any event by using Google Tag Manager Auto Event Tracking.
There’s plenty of good info on how to get started with Google Tag Manager already around the interwebs, so I’ll leave the details of this as an exercise for the reader.

Tracking Multiple Conversion Events Simultaneously

While you can use multiple conversion events and then extract data using AdWords segments to see which keywords are converting according to a particular event, I would highly recommend keeping things simple and just working with one single conversion event at a time.
Using a single conversion event at any given time means you can simply look at your conversion rate in all AdWords screens without having to download a report first and, more importantly, that you can filter your data within AdWords based on conversion rate.
adwords-conversion-event-2
It’s important to remember, though that if you’re working with a single conversion event at a time, that your “conversion rate” will change it’s meaning over time.
That’s to say that if you start off using a “click on any page other than the homepage” event as your conversion event while you target your keywords, then switch to “view of plans/pricing page” while you test your page copy, then switch to tracking “clicks of the signup button”, you will need to record when each of these changes is made so that you look at your conversion rate only within the appropriate timeframe.

Don’t Give Up!

Using PPC landing pages to drive sales for your business is like a super power.
In fact, it’s so powerful that Juan Martitegui from MindValley Hispano made the claim in his Mixergy Interview that “It’s not a business unless you have found a profitable way to buy customers.”
But remember that AdWords isn’t just marketing – it’s also market research. Setting realistic intermediary conversion events allows you to quickly, easily and cheaply validate ideas even before you start selling.
I hope that by applying the principles in this article you’ll be able to use AdWords conversion tracking to incrementally improve each stage of your conversion funnel, and build an unstoppable sales machine for your business or your clients.

Have You Avoided These 3 Landing Page Optimization Mistakes

- Credit goes to Michael Aagaard (original author) & Ubounce  Original Link

Making mistakes and learning from them is an essential part of mastering the art of landing page optimization. I’ve found that out the hard way.
The good news is that there’s no reason you have to make the same mistakes that I did.
In this post, I’ll let you in on 3 basic landing page optimization mistakes that have cost me a lot of conversions. Moreover, I’ll give you simple tips that’ll help you avoid making these mistakes yourself.

1. “Optimizing” With No Clear Conversion Goal In Mind

Knowing what your goals are is essential to achieving success in any realm. Landing page optimization is no exception.
If you want to create a high-converting landing page, you need to start by defining the conversion goal of your landing page. After that, you need to build a landing page treatment that revolves around your conversion goal.
If your goal is to get prospects to fill out a lead gen form, your landing page should be laser-focused on getting them to fill out that particular form. If your goal is to get potential customers to buy a product, your landing page should be laser-focused on getting them to buy that product.

How I used to get it wrong

I used to do this wrong all the time, but there’s one story in particular that comes to mind.
I was working on an LPO project with a designer and the page we were working on was copy-heavy and very boring, so we decided to do a redesign. We were very proud of our work and felt 120% certain that our new landing page would rock – simply because we thought it looked a lot better.
Luckily, we tested the page in the real world. Because as beautiful as it may have been, the landing page treatment actually hurt conversion significantly:
landing-page-mistakes-1
Click image for fill size
The product in this case was heating oil, and our goal was to generate leads for the client. Now, deciding who you are going to buy heating oil from is a big decision for most people and a beautiful landing page is not enough to make more people say yes.
Unfortunately, in all the excitement we forgot about the conversion goal and the target audience and went off on a design trip that resulted in a page that actually scared off more leads than it generated.

A simple way to avoid this mistake

Define a clear conversion goal before you even start thinking about optimizing your landing page and keep it top of mind in every step of the optimization process.
When your design draft is done, go over the individual elements one at a time and ask yourself, “How will this element help prospects make the right decision?”
If the answer is, “Hmm, I’m not sure – but it looks cool!” you may want to consider whether that element should even be on the landing page. As my friend Roger Dooley says:

“If it isn’t motivation, it’s friction.”» Tweet this «

2. Basing Optimization Decisions On Whims and Personal Preferences

In LPO, the quality of your work will ultimately be measured by the impact it has on conversion – not how beautiful it makes the page look or how sexy it makes the copy sound.
If you want to be a successful optimizer, it’s important that the changes you make are informed solutions to real problems – and not just arbitrary guesses.

How I used to get it wrong

I used to base my optimization efforts on whatever felt good or seemed like a great idea in the moment. This approach gave me immediate creative satisfaction but rarely did it result in conversion lifts.
I’ve wasted precious time working on minor design details when there were much more fundamental issues that needed to be resolved. Small creative changes are fun a lot of fun to geek out on, but they rarely have direct impact on conversion if basic things like your headline are off.
Here’s an example where changing a headline increased sign-ups on a betting forum landing page by 41.14%:
landing-page-optimization-mistakes-2
In this case, the headline treatment did not come about on a whim or because I felt that it sounded awesome. This headline was created based on data on target audience insight. Moreover, the treatment is focused 100% on giving prospects a good and relevant reason to stay on the page and sign up.
Notice that the headline starts with the verb “get” – a particularly powerful word that can work wonders on your messaging. For more on the awesome conversion power of “get” check out this article.
In my experience, ideas for treatments that come about on a whim usually lead to poor results. You can of course get lucky and stumble into something that works, but in the long term it’s really not a winning strategy.

A simple way to avoid this mistake

The more targeted and strategic an A/B test is, the more likely it’ll be to have a positive impact on conversions.
A solid optimization hypothesis goes a long way in keeping you on the right track and ensuring that you’re conducting valuable marketing experiments that will actually have an impact in the mind of the prospect –and, by extension, on conversions.
In landing page optimization, the optimization hypothesis is the basic (but data-driven) assumption that you base your optimized variant on. It encapsulates what you want to change on the landing page and what impact you expect to see from making that change. Moreover, it forces you to scrutinize your test ideas and helps you keep your eyes on the goal.
Formulating an optimization hypothesis can be as simple as filling out the blanks in this template:
landing-page-optimization-mistakes-3
Check out this article for a more in-depth guide on how to write a solid hypothesis.

3. Assuming That “One Size Fits All”

Life would be easier if the one-size-fits-all, cookie-cutter approach worked. So much easier.
However, in my experience there is no such thing as a global solution that works every time. All products, offers, landing pages, and companies are different, just like the motivations of your potential customers will be different. You need to find out what works for your specific target audience.

How I used to get it wrong

I used to think that every single case study or blog post I read was directly applicable to any given landing page.
“So a call-to-action above the fold performed best in this LPO case study. Okay, then I should always place my CTA at the top of the page.”
As you can probably imagine, it didn’t take many landing page experiments to find out having the CTA at the top of the page isn’t always the best solution. I’ve tested lots of landing pages where a CTA placed below the fold out-performed a CTA placed above the fold.
But really it’s not a question of above or below the fold – it’s a question of placing the call-to-action where it best complements the decision-making process of your prospects.
As a general rule of thumb, if the product/offer is complex and the prospect has to digest a lot of information in order to make an informed decision, positioning the CTA lower on the page generally works best.
On the other hand, if the product/offer is very simple and the prospect hardly has to do any thinking in order to make an informed decision, positioning the CTA above the fold generally works best.
But always test, test, test to find out what works best for your campaign.
landing-page-optimization-mistakes-4

A simple way to avoid this mistake:

Learn what you can from other people’s results, but don’t just assume that you can simply replicate those results on your own landing page.
You can get a lot of inspiration and ideas from case studies but before you start implementing things, always take the time to build a solid hypothesis on how this particular test idea will increase conversion on your specific landing page.
In many cases, this simple exercise is enough to keep you from implementing things that are unlikely to work on your landing page and target audience.

The Main Lesson I’ve Learned From All My Mistakes

landing-page-optimizaton-mistaks-5
Your “target audience” on the other side of the screen is made up of flesh and blood. Ultimately, their decisions and actions will determine whether your conversion rate goes up or down.
If you leave your potential customers out of the equation, your optimization efforts will never, ever reach their full potential.
What landing page optimization mistakes have you made and learned from?

PPC Data Analysis (Peer Comparision) Using Excel Sheets

My new favorite saying for PPC is, “Context is king!”  How do you know if a keyword’s CTR is good or bad?  How about your keywords CVR (conversion rate)?  We determine this by comparing our keyword’s performance to the average performance of the other similar keyword/ad combinations.

“Effective PPC analysis is about finding the segments in your account that deviate from the norm. In many cases, you’re leaving opportunity on the table.” –Alex Cohen

PPC analysts make these types of comparisons all the time, although not always through a systematic, data-driven approach.  I want to show you how you can add these valuable comparison metrics to your data-analysis process, so we are not just doing these types of comparisons intuitively. 
 
I will be using KEYWORD_PEER_CTR for this article, but most of the techniques I will be demonstrating could also be applied to other comparison metrics like: PEER CVR, PEER CPA, etc.  These types of metrics can also be calculated at the campaign, ad-group, and text ad levels and are not limited to just keywords.

KW_PEER CTR: the proportion of clicks and impressions for a given ad-group minus the keyword’s own performance data (i.e. KW_PEER_CTR = (adgroup_clicks – keyword_clicks)/(adgroup_imp – keyword_imp).

Now in order for this type of calculation to have the most benefit, it is important to have a best-practice account structure with tightly themed ad-groups.  Regardless, your keyword’s performance is tied directly to the same ads as all of the other keywords in the ad-group, so the calculation I described above is a valid way to create this comparison metric.

Peer calculations, such as the one described above are finding their way into some of the industry’s PPC software platforms.  You will often see them under the heading of ‘best-practice’ filters, alerts, or rules.  And while this type of calculation is especially suited for the database environment that drives these software platforms, you can easily create peer calculations using your PPC reports and Excel.

Keyword PEER_CTR Using an AdWords Keyword Report and Excel

 

Step #1: Run an AdWords Keyword Report


The first thing that you will need is an AdWords keyword report.  You can download this report directly from your ‘Campaigns’ tab in the AdWords web-interface or through your MCC Reports Center.

Regardless, at a minimum you will need to include the following columns in order to make our peer_ctr calculation:
  • Keyword
  • Ad-group
  • Impressions
  • Clicks
  • CTR

Of course, you can pull more columns if you plan on performing additional analysis, but for our purposes this will be sufficient. 

Step #2: Format your data as an Excel Table


Formatting your dataset as a table in Excel has many benefits that I won’t go into now, but as you work with your data they will become evident.

  1. Highlight your entire Keyword report including the header row (not the totals row at the bottom).
  2. Click on “Format as Table” form the Home ribbon
  3. Format as Table

    Format as Table

  4. Choose a style that you like
  5. Click “OK”

 

Step #3: Create an Ad Group Roll-up of Your Keyword Report


Because we are comparing our keyword’s performance against that of its peers in its ad-group we will need impressions and clicks aggregated (summed) at the ad-group level.

  1. Select any cell in your new table and Insert a PivotTable in a new worksheet (since we formatted as a table we don’t have to manually select the entire dataset).
  2. Insert a Pivot Table

    Insert a Pivot Table

  3. Add Ad Group to the ‘Row label’ and Sum Impressions and Clicks as Values
  4. Copy the data from the pivot table and Paste Special > Paste Values in a new worksheet.
  5. Highlight your entire dataset and “Format as a Table” as described above.
  6. Ad Group Table

    Ad Group Table

  7. You can name this worksheet “adgroup_lookup”
  8. worksheets

    Keyword Report & Ad Group Lookup Worksheets

Step #4: VLOOKUP Magic

 

In order for us to create this calculation (KW_PEER_CTR = (adgroup_clicks – keyword_clicks)/(adgroup_imp – keyword_imp) we will use Excel’s VLOOKUP formula.
  1. In your keyword report worksheet go to the right most open header cell and type “PEER_CTR” and hit enter.  Because we formatted as a table you will see a new column populate the full length of the dataset.
  2. In the first cell of your new column type the following formula:
  3. =(VLOOKUP(Table1[[#This Row],[Ad group]],adgroup_lookup!A:C,3,FALSE)-Table1[[#This Row],[Clicks]])/(VLOOKUP(Table1[[#This Row],[Ad group]],adgroup_lookup!A:C,2,FALSE)-Table1[[#This Row],[Impressions]])
    Friendly Formula: (adgroup_clicks – kw_clicks)/(adgroup_imp – kw_imp) = PEER_CTR
    Peer CTR Formula

    Peer CTR Formula
  4. Next you can add a CTR_DIFF column and calculate the difference in keyword CTR compared to its peer’s CTR using this formula:
=(Table1[[#This Row],[CTR]]-Table1[[#This Row],[PEER_CTR]])/Table1[[#This Row],[PEER_CTR]]

Friendly Formula: (kw_ctr – peer_ctr)/ peer_ctr = CTR_DIFF
 


CTR Difference Formula

CTR Difference Formula

Step #4: Use this Knowledge to Create More Comparison Metrics


Hopefully you can see the benefit and power of creating these types of comparison metrics.  Take what you have learned and add: PEER_CVR and PEER_CPA and see how much more powerful your analysis becomes with this added context. Using these techniques will allow you to create actionable lists of keywords with above or below average CTR, CVR, or CPA’s quickly and easily.

The Unknown Power Of Search Queries - Knowing SQ Part V

This is the last post in my series on Advanced Search Query Mining. Here is a list of the previous posts in this series just in case you missed one.


In my previous post on search query mining I showed you my technique for creating an ad-group-level negative candidates list and a keyword expansion list from your search queries. In this post I’m going to show you a method for acting on those insights. I will also include a link in the conclusion of this post to a free Excel download that has all of the formulas I’ve used in this series.

Acting on your Negative Candidates


There are several factors that could be impacting the performance of your search queries, but for the purposes of this tutorial I am going to assume that you are following best practices and have tightly themed ad groups containing a small number of keywords.

One reason that you have poor performing search queries in your ad group is because of the way Google matches search queries to your broad match keywords. Google’s idea of broad is just about as broad as you can imagine, and sometimes even broader.

In order for a search query to be on the negative candidates list, your search query has already demonstrated that it doesn’t belong in the ad-group that it’s matching to—it has very poor CTR and CVR.

These search queries are not working with your existing ads. There is really no good reason not to just add the entire list as ad-group-level negative exact match keywords, preventing them from matching to your broad match keywords in the future.

This is accomplished by copying your entire negative candidates list from Excel and pasting it into AdWords Editor.

 

 

 

  1. Copy your list of negative candidates
  2. Paste them into a temporary worksheet
  3. Delete all columns except: Campaign, Ad Group, Search Query (change this to Keyword), Match Types (change this to Keyword Type) (you may have to reorder your columns as shown above)
  4. Change the Search Query column to Keyword
  5. Change the Match Type column to Keyword Type
  6. Change all of your match types to exact (we will be creating exact match negative keywords)
  7. Reorder your columns as: Campaign, Ad Group, Keyword, and Keyword Type using Cut & Paste.
  8. Now copy your modified list of negative candidates
  9. In Google AdWords Editor, click on Negatives > Make Multiple Changes > Add Multiple Negative Keywords as shown below.
  10. Paste your copied list of negative keywords into the wizard
  11. Click Finish.

Now your negative exact match keywords are in AdWords Editor waiting to be uploaded into your account. Take a look at what you’ve added and make sure everything looks good before you post your changes.

Acting on Your Keyword Expansion List


Adding new keywords to your account is more difficult. You must make sure they find a good home (ad group).

At a high level, you copy your keyword expansion list, paste it into AdWords Editor, and distribute it into appropriate ad groups.

 

 

 

  1. In AdWords Editor create a temporary ad group in the campaign that you will be adding keywords to—name it something like z_temp so it will sort to the bottom or your ad groups in the tree-view, making it easier to find when you are going back and forth. And change its status to ‘paused.’
  2. Copy your keyword expansion search terms (only the one column) for the campaign that you are expanding and paste them into a different spreadsheet.
  3. Add a match type column and make your entire search terms list ‘exact match.’
  4. Copy your newly made list of terms and match types (not the column headers).
  5. In AdWords Editor select the campaign you are working on then click on Keywords > Make Multiple Changes > Add/Update Multiple Keywords to open the keyword wizard.
  6. In the keyword wizard, select the ‘z_temp’ ad group from the campaign structure tree, paste your new keywords into the wizard as shown below and click on the ‘Next’ button.
  7. If everything looks good click Finish.

Now you have all of your new keywords in a temporary ad group waiting to be distributed to an appropriate ad group.

The challenge is finding the appropriate groupings/ themes of your new keywords. There are a couple of ways I approach this problem.

  • Manually scan your keywords looking for themes that match to existing ad groups and keywords.
  • Use the AdWords Editor Keyword Grouping tool.
  • Use the free WordStream Keyword Grouping tool.

A good place to start is by using your existing ad groups and keywords as the criteria for filtering your keyword expansion list. If you have a well built out campaign then you probably have most of the groupings already.

For example: let’s pretend that you sell dog food and dog food accessories.  It’s safe to assume that you already have a dog food bowl ad group, so you should filter your keyword expansion list by the word ‘bowl’ in AdWords Editor.


The resulting list will be all of your new keywords that contain the word ‘bowl.’ From here you can just drag-and-drop your keywords into the ‘bowl’ ad group or ad groups.

Similarly, you can use the output of one of the grouping tools above as your filtering criteria and then distribute your keywords.

WordStream Free Keyword Grouper:

 

Hopefully this gives you a good overview of the workflow. The most labor-intensive part of this whole process will be getting your new keywords into the right ad groups, but free tools like the WordStream Keyword Grouper and AdWords Editor can help speed things up.

The Unknown Power Of Search Queries - Knowing SQ Part IV

In the last post in this series, I showed you how to prepare your search query data for analysis. We had some specific questions that needed to be answered and that shaped how we transformed our data. These questions included the following:
  • What search queries have high impressions but no clicks? 
  • What search queries have resulted in a conversion? 
  • What search queries have a below-average CTR for the ad group? 
  • What search queries have an above-average cost/conversion?
  • Do I have a problem with ad poaching and duplication? 

For the most part, these questions are focused around search queries that may need to be added as negative keywords and search queries that need to be a part of a keyword expansion strategy.
I like to start my query mining analysis with a quick survey of my data.

Survey your data


The really bad and obvious waste can sometimes be seen easily in your data by just sorting by cost and filtering for zero conversions, etc., so a quick survey of your data is always advised.
I encourage you to get to know your data. Use a pivot table, sort, and filter. The more you learn about your data, the better equipped you will be for the next part of our analysis process.
A good example of this would be creating a pivot table to see how much duplication is happening.







  1. Select a cell in your 'sqr_data' worksheet
  2. Insert a Pivot Table
  3. Add 'DUP_CK' to the Row Label
  4. Add 'Search Term' to the Values and Count
  5. Add 'Match Type' to the Report Filter and filter out the exact match search queries (they definitely will already be in the account) 
  6. See if you have an issue with duplication

Depending on your results, you may need to invest some time to reduce the amount of ad-poaching that is occurring by the creative use of negative keywords (i.e., add the exact keyword negative to the broad and phrase match ad group where the duplication is occurring).
While you are surveying your data, go ahead and filter for zero conversion search queries as well as search queries with zero clicks. Look for the easy stuff before we jump into the more advanced analysis.

Create your negative keyword candidates list


One of the main reasons for search query mining is to find negative keyword candidates, or words and phrases that might need to be added as a negative keyword inside your ad groups or campaigns. Because of the time we spent preparing our data, creating this list will be much easier.
In this tutorial I will be focusing on ad group level negatives. Look here for more information on finding campaign negative keywords. Ad group level negatives will be based primarily on the search query's performance when compared to its peers in the ad group. If it's performing badly, most likely you will need to add it as a negative and let another ad group worry about it. If you think it's relevant you may need to move it to another ad group (as a keyword) with better aligned ad copy or landing page.

Here are the questions we will ask of our data in order to create our negative candidates list:
  • What search queries have a below average CTR for the ad group? 
  • What search queries have a below average CVR for the ad group? 
  • What search queries have an above average cost/conversion?

This is how you create your list of negative candidates:



  1. Filter for 'DUP_CK'. Choose '#N/A'…this will leave only non-duplicates.
  2. Filter for 'LOW_CTR'
  3. Filter for 'zero conversions' (optional)
  4. Filter for 'ENOUGH_IMP' (this is optional and may not be necessary with small datasets)
  5. Copy the resulting data into another worksheet and rename it 'negative candidates'
  6. Repeat this process for your 'LOW_CVR' and 'HIGH_CPA' search queries.

You now have a dataset that is a fraction of the size of your original search query report. Because these search queries are below average in some way, they are much more likely to need to be added as a negative search query.

Of course, you can and should play around with your comparison thresholds. In this example we used ad 30%+ below average comparison. Depending on your situation you may need to be more or less aggressive. For example if you are analyzing 300K rows of data you might want to start with an 80%+ below average comparison for CVR or CTR and drill right to the horrible stuff. Search query mining is part art and part science.

Regardless of the thresholds you choose, you now should have a much more manageable list of search queries to work through.

Create your keyword expansion list


Your raw search query data most likely consists of thousands of rows of data, so we need a good way to pull the good performing search queries out and create a keyword expansion list.
Some PPCers are advocates for adding any search query with a conversion to your account as a keyword. I can understand the reasoning behind this, but I would like to suggest an alternative strategy.

I don't like to add new keywords to my account unless they have enough activity (clicks) for me to potentially need to treat them differently (bids, ads, etc.)
An easy way for us to do this is to:





  1. Filter for search queries that have resulted in a conversion.
  2. Filter for 'ENOUGH_CLICKS'
  3. Filter for 'N' on 'HIGH_CPA' (might be a good idea to do a quick pivot and find out how many of your converting search queries have a high CPS). NOTE: I took a fairly non-scientific approach in creating the 'ENOUGH_CLICKS' flag in my previous post, but it does help limit the list to search queries that have enough clicks to care about. You could also throw a little more science at it and look for a "true CVR" using the formulas in this peer comparisons spreadsheet.
  4. Copy and paste this data into another worksheet and rename the worksheet to keyword_expansion.

You should now have your negative candidates and keyword expansion list ready to be worked. In my experience these lists will be around 1-3% of your original search query report, making them much more focused and easier to work with.



In my next and final post on advanced search query mining, I will walk you through the process of taking action on your negative candidates and keyword expansion list. We will be using Excel again and the AdWords Editor. I hope you have found some valuable insights and are ready to take action.
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