UNIT -4th
Market
Basket Analysis
Market Basket Analysis is one of the most common and useful types of data
analysis for marketing and retailing. The purpose of market basket
analysis is to determine what products customers purchase together. It
takes its name from the idea of customers throwing all their purchases into a
shopping cart (a “market basket”) during grocery shopping. Knowing what
products people purchase as a group can be very helpful to a retailer or to any
other company. A store could use this information to place products
frequently sold together into the same area, while a catalog or World Wide Web
merchant could use it to determine the layout of their catalog and order
form. Direct marketers could use the basket analysis results to determine
what new products to offer their prior customers.
In
some cases, the fact that items sell together is obvious every fast-food
restaurant asks their customers “Would you like fries with that?” whenever they
go through a drive-through window. However, sometimes the fact that
certain items would sell well together is far from obvious. A well-known
example is that a supermarket performing a basket analysis discovered that
diapers and beer sell well together on Thursdays. Though the result does
make sense – young couples stocking up on supplies for themselves and for their
children before the weekend starts – it’s not the sort of thing that someone
would normally think of right away. The strength of market basket
analysis is that by using computer data mining tools, it’s not necessary for a
person to think of what products consumers would logically buy together –
instead, the customers’ sales data is allowed to speak for itself. This
is a good example of data-driven marketing.
Once
it is known that customers who buy one product are likely to buy another, it is
possible for the company to market the products together, or to make the
purchasers of one product the target prospects for another. If customers
who purchase diapers are already likely to purchase beer, they’ll be even more
likely to if there happens to be a beer display just outside the diaper
aisle. Likewise, if it’s known that customers who buy a sweater and
casual pants from a certain mail-order catalog have a propensity toward buying
a jacket from the same catalog, sales of jackets can be increased by having the
telephone representatives describe and offer the jacket to anyone who calls in
to order the sweater and pants. Still better, the catalogue company can
provide an additional 5% discount on a package containing the sweater, pants,
and jacket simultaneously and promote well the complete package. The
dollar amount of sales is guaranteed to go up. By targeting customers who
are already known to be likely buyers, the effectiveness of marketing is
significantly increased – regardless of if the marketing takes the form of
in-store displays, catalog layout design, or direct offers to customers.
This is the purpose of market basket analysis – to improve the effectiveness of
marketing and sales tactics using customer data already available to the
company.
Store
layout, Design and Visual Merchandising, Atmospherics
Store layout
It
is the process of managing the floor space adequately to facilitate the
customers and to increase the sale. Since store space is a limited resource, it
needs to be used wisely.
Space
management is very crucial in retail as the sales volume and gross
profitability depends on the amount of space used to generate those sales.
Optimum Space Use
While
allocating the space to various products, the managers need to consider the
following points −
·
Product Category −
o Profit builders− High profit margins-low sales products. Allocate quality space
rather than quantity.
o Star performers− Products exceeding sales and profit margins. Allocate large
amount of quality space.
o Space wasters− Low sales-low profit margins products. Put them at the top or
bottom of shelves.
o Traffic builders− High sales-low profit margins products. These products need to
be displayed close to impulse products.
·
Size, shape, and weight of
the product.
·
Product adjacencies − It
means which products can coexist on display?
·
Product life on the shelf.
Retail Floor Space
Here
are the steps to take into consideration for using floor space effectively −
·
Measure the total area of
space available.
·
Divide this area into
selling and non-selling areas such as aisle, storage, promotional displays,
customer support cell, (trial rooms in case of clothing retail) and billing
counters.
·
Create a Planogram,
a pictorial diagram that depicts how and where to place specific retail
products on shelves or displays in order to increase customer purchases.
·
Allocate the selling space
to each product category. Determine the amount of space for a particular
category by considering historical and forecasted sales data. Determine the
space for billing counter by referring historical customer volume data. In case
of clothing retail, allocate a separate space for trial rooms that is near the
product display but away from the billing area.
·
Determine the location of
the product categories within the space. This helps the customers to locate the
required product easily.
·
Decide product adjacencies
logically. This facilitates multiple product purchase. For example, pasta
sauces and spices are kept near raw pasta packets.
·
Make use of irregular shaped
corner space wisely. Some products such as domestic cleaning devices or garden
furniture can stand in a corner.
·
Allocate space for
promotional displays and schemes facing towards road to notify and attract the
customers. Use glass walls or doors wisely for promotion.
Store Layout and Design
Customer
buying behavior is an important point of consideration while designing store
layout. The objectives of store layout and design are −
·
It should attract customers.
·
It should help the customers to locate the products effortlessly.
·
It should help the customers spend longer time in the store.
·
It should motivate customers to make unplanned, impulsive
purchases.
·
It should influence the customers’ buying behavior.
Store Layout Formats
The retail store layouts are designed in way to use the space efficiently. There are broadly three popular layouts for retail stores −
Grid Layout − mainly used in grocery stores
Loop Layout − Used in malls and departmental stores.
Free Layout − Followed mainly in luxury retail or fashion stores.
Design and Visual Merchandising, Atmospherics
Visual Merchandising
It
is the activity of developing floor plans and three-dimensional displays in
order to engage customers and boost sales. Both, products or services can be
displayed to highlight their features and benefits.
It
is based on the idea that good looks pay off. It requires creativity and an eye
for presenting the products or services aesthetically so that the customers
find it appealing and are motivated towards buying. Visual merchandising
involves displaying products or services aesthetically using various objects,
colors, shapes, materials, designs, and styles to attract the customers.
Identifying
the Sales to Marketing Effort Relationship and its Modeling
Sales
and Marketing are both working towards the same goal: securing business and
helping their company grow.
Sales
is a direct process in which the salesperson talks to the customer and steers
them towards making a purchase. This might be in person, over the phone, or
using a digital communication medium like email or even social media. The
process might be very long, taking place over multiple conversations in which
the salesperson learns about the customer and their pain points, and helps them
understand how the product on offer can help solve them.
It
could also be a very short process consisting of a single conversation in which
the salesperson lays out the terms of the deal and processes the sale.
Marketing
is a much more holistic process that is designed to increase awareness of a
brand or product to the target consumer as a whole. Rarely will a marketer deal
one-on-one with a customer.
The
methods, tactics, and channels used by the marketing department look very
little like they did even 15 years ago. It’s primarily digital, including (but
not limited to):
·
Content marketing
·
Social media marketing (SMM)
·
Email marketing
·
Organic traffic and search engine optimization (SEO)
·
PPC ads
·
Influencer marketing
1.
Collaborate on sales content creation
A
recent CSO Insights study showed that 32% of a sales rep’s time was spent
looking for or creating sales content. Creating content that sales teams can
use in their proposals and throughout the selling process is a major factor in
an outstanding sales enablement strategy.
Both
sales and marketing need to work together to understand their audience and
create targeted content that speaks directly to customers.
2.
Inform outbound emails
In
an ideal world, all sales would be inbound with customers lining up to get
their hands on your product or service. But the reality is that, at some point,
sales needs to be in charge of sourcing and contacting their own leads.
To
effectively do this, sales should work with marketing to be knowledgeable on
what marketing materials are already readily available. Marketing and sales can
also work together to create new, dynamic material that focuses on the winning
strategies of each department. This creates a unified brand image and voice.
3.
Systemize lead scoring
Marketing
and sales teams need to have an ongoing conversation about lead conversion —
what’s working, what’s not, who it’s working for, etc. Creating and converting
MQLs to SQLs and, ultimately, to win deals is an always moving target — that’s
why it’s important to ask these questions, to figure out why it’s working or
not working.
Those
changing results and targets of a company’s “why” increase the urgency for
clear communication and getting on the same page. Both sales and marketing
teams need to create one system for scoring and evaluating. The system is
entirely conditional and depends entirely on the product, the audience, and the
buying cycle. Turning an MQL into an SQL too soon can hurt conversion, so you
need to find the sweet spot in the life cycle. This can only be found by trial
and error, communication, and evolution.
4.
Develop buyer personas
Sales
is the front line of any successful company. They know who’s buying and why
those customers are motivated to buy in the first place. Marketing understands
the industry at large and who they should be targeting. The best buyer personas
are born from a mixture of marketing research and insights from your actual
customer base.
The
sales team can provide important insights and generalizations on the leads
they’re interacting with the most, while marketing research can inform broader
insights like patterns and commonalities. Sales and marketing must direct their
efforts at the same prospects and be completely aligned on decisions and
pricing.
Together,
sales and marketing need to create comprehensive buyer personas to better
target their ideal customer, increase acquisition, and create targeted ads and pitches
that are symbiotic.
5.
Leverage marketing to showcase your sales team’s
expertise
Ideally,
sales teams are brilliant at lead generation and closing sales but aren’t
always their own best advocates when it comes to selling themselves. That’s why
they need your marketing team’s power to create materials that showcase their
expertise.
6.
Hold regular meetings
Even
the most amicable and aligned departments need actual face time to develop
their internal relationships and sense of how the other works. Hold regular
meetings to discuss new strategies, go over the results of current campaigns,
and learn more about each team’s processes. An added benefit is getting
marketing’s feedback and insight on the sales team’s agenda, and vice versa.
7.
Break down barriers
Aligning
your sales and marketing teams may require more than weekly meetings, and it
might take a refresh in terminology and perspective. Break down departmental
barriers and replace the concept of a sales funnel with a revenue cycle.
Work
through the foundation of what that revenue cycle should look like. This is the
time when both sales and marketing get to flex their muscles and bring their
expertise to the table.
Remember,
some areas will overlap, but they may be called different things. The marketing
department may be focused on digital assets and ROI, while the sales team may
be looking at the same assets regarding what types of sales leads they
generate. Work together to determine the best lead generation techniques and
ROI as a team instead of by department.
8.
Use collaborative analysis
When
you’re trying to align two departments, it’s not enough to just focus on KPIs
and collaborative practices. When you’re breaking down departmental barriers,
the lines will likely blur between what the marketing and sales teams are
working on.
It’s
important to analyze and measure the results as a team, which will help
everyone get on the same page about ROI and understand how collaborative
efforts are impacting your bottom line. Your team ROI may require both
departments to analyze email campaigns or lead generation data to determine
what’s working and what’s not. Looking at these numbers individually just
pushes your teams back into a silo situation where the work becomes fragmented.
MARKETING MIX MODELING (MMM)
Marketing
mix modeling (MMM) is statistical analysis such as multivariate regressions on
sales and marketing time series data to estimate the impact of various
marketing tactics (marketing mix) on sales and then forecast the impact of
future sets of tactics. It is often used to optimize advertising mix and
promotional tactics with respect to sales revenue or profit.
The
techniques were developed by econometricians and were first applied to consumer
packaged goods, since manufacturers of those goods had access to good data on
sales and marketing support.[citation needed] Improved availability of data,
massively greater computing power, and the pressure to measure and optimize
marketing spend has driven the explosion in popularity as a marketing tool. In
the recent times MMM has found acceptance as a trustworthy marketing tool among
the major consumer marketing companies. Often in the digital media context, MMM
is referred to as attribution modeling.
Marketing
mix modeling is an analytical approach that uses historic information, such as
syndicated point-of-sale data and companies’ internal data, to quantify the
sales impact of various marketing activities. Mathematically, this is done by
establishing a simultaneous relation of various marketing activities with the
sales, in the form of a linear or a non-linear equation, through the
statistical technique of regression. MMM defines the effectiveness of each of
the marketing elements in terms of its contribution to sales-volume,
effectiveness (volume generated by each unit of effort), efficiency (sales
volume generated divided by cost) and ROI. These learnings are then adopted to
adjust marketing tactics and strategies, optimize the marketing plan and also
to forecast sales while simulating various scenarios.
Components of Marketing mix modeling (MMM)
Marketing-mix
models decompose total sales into two components:
·
Base Sales: This is the
natural demand for the product driven by economic factors like pricing,
long-term trends, seasonality, and also qualitative factors like brand
awareness and brand loyalty.
·
Incremental Sales:
Incremental sales are the component of sales driven by marketing and
promotional activities. This component can be further decomposed into sales due
to each marketing component like Television advertising or Radio advertising,
Print Advertising (magazines, newspapers etc.), Coupons, Direct Mail, Internet,
Feature or Display Promotions and Temporary Price Reductions. Some of these
activities have short-term returns (Coupons, Promotions), while others have
longer term returns (TV, Radio, Magazine/Print).
Elements measured in Marketing mix modeling (MMM)
(i) Base and incremental volume
The
very break-up of sales volume into base (volume that would be generated in
absence of any marketing activity) and incremental (volume generated by
marketing activities in the short run) across time gain gives wonderful
insights. The base grows or declines across longer periods of time while the
activities generating the incremental volume in the short run also impact the
base volume in the long run. The variation in the base volume is a good
indicator of the strength of the brand and the loyalty it commands from its
users.
(ii) Media and advertising
Market
mix modeling can determine the sales impact generated by individual media such
as television, magazine, and online display ads. In some cases it can be used
to determine the impact of individual advertising campaigns or even ad
executions upon sales. For example, for TV advertising activity, it is possible
to examine how each ad execution has performed in the market in terms of its
impact on sales volume.
(iii) Trade promotions
Trade
promotion is a key activity in every marketing plan. It is aimed at increasing
sales in the short term by employing promotion schemes which effectively
increases the customer awareness of the business and its products. The response
of consumers to trade promotions is not straight forward and is the subject of
much debate. Non-linear models exist to simulate the response. Using MMM we can
understand the impact of trade promotion at generating incremental volumes. It
is possible to obtain an estimate of the volume generated per promotion event
in each of the different retail outlets by region. This way we can identify the
most and least effective trade channels. If detailed spend information is
available we can compare the Return on Investment of various trade activities
like Every Day Low Price, Off-Shelf Display. We can use this information to
optimize the trade plan by choosing the most effective trade channels and
targeting the most effective promotion activity.
(iv) Pricing
Price
increases of the brand impact the sales volume negatively. This effect can be
captured through modeling the price in MMM. The model provides the price
elasticity of the brand which tells us the percentage change in the sales for
each percentage change in price. Using this, the marketing manager can evaluate
the impact of a price change decision.
(v) Distribution
For
the element of distribution, we can know how the volume will move by changing
distribution efforts or, in other words, by each percentage shift in the width
or the depth of distribution. This can be identified specifically for each
channel and even for each kind of outlet for off-take sales. In view of these
insights, the distribution efforts can be prioritized for each channel or
store-type to get the maximum out of the same. A recent study of a laundry
brand showed that the incremental volume through 1% more presence in a
neighborhood Kirana store is 180% greater than that through 1% more presence in
a supermarket.[6] Based upon the cost of such efforts, managers identified the
right channel to invest more for distribution.
(vi) Launches
When
a new product is launched, the associated publicity and promotions typically
results in higher volume generation than expected. This extra volume cannot be
completely captured in the model using the existing variables. Often special
variables to capture this incremental effect of launches are used. The combined
contribution of these variables and that of the marketing effort associated
with the launch will give the total launch contribution. Different launches can
be compared by calculating their effectiveness and ROI.
(vii) Competition
The
impact of competition on the brand sales is captured by creating the
competition variables accordingly. The variables are created from the marketing
activities of the competition like television advertising, trade promotions,
product launches etc. The results from the model can be used to identify the
biggest threat to own brand sales from competition. The cross-price elasticity
and the cross-promotional elasticity can be used to devise appropriate response
to competition tactics. A successful competitive campaign can be analyzed to learn
valuable lesson for the own brand. television & Broadcasting: the
application of MMM can also be applied in the broadcast media. Broadcasters may
want to know what determine whether a particular will be sponsored. This could
depend on the presenter attributes, the content, and the time the program is
aired. these will therefore form the independent variables in our quest to
design a program salability function. Program salabibility is a function of the
presenter attributes, the program content and the time the program is aired.
Measuring
Advertising Effectiveness | Pretesting and Post Testing
The
managerial responsibility in the area of advertising does not come to an end
with the execution of an advertising programme. Any sound managerial effort is
finally interested in goal attainment and, therefore, always ready to evaluate
the results.
Evaluation
of advertising or advertising effectiveness refers to the managerial exercise
aimed at relating the advertising results to the established standard of
performance and objectives so as to assess the real value of the advertising
performance.
This
evolution exercise is also known as advertising research. It is an attempt to
know whether the message designed properly has reached the greatest number of
prospects at the least practical cost.
It
is an attempt to measure whether the time, talent and the treasure invested in
the creative activity has resulted in attaining the goals of profit
maximization to the advertiser and satisfaction to the consumers at large.
What is to be measured?
It
is quite obvious that in the area of ad effectiveness evaluation, the
advertiser is to measure the ad effectiveness.
However,
it is not clear as to what is ‘ad effectiveness’?
Ad
effectiveness evaluation is a research activity and by its very nature, it is
to establish the cause and effect relation between the efforts and the results.
This ad effectiveness is to be seen in five areas namely, markets, motives,
messages, media and overall results.
In
each area, one is to look in for the advertising ability and the achievements
in the light of preset objectives. Advertising testing is indispensable
because, it enables to get down to the facts, to decide on spending to guard
against the mistaken notion that you have to keep in touch with latest trends,
to separate wheat from the chaff, the sheep from goats, the winning ideas from
the duds, to multiply the results from the rupee investments so made.
When to test?
Testing
of ad effectiveness is possible at any stage of advertising process. It can be
done before the advertising campaign begins or during its run or after the
campaign is fully run. Pre-testing gives the maximum safety as much is not
lost; concurrent testing makes him to lose little more as the advertising
process has advanced.
Post-testing
results in maximum loss if it fails as the whole show is over and he gets the
post- mortem report, as to what has happened. Nothing is certain unless and
until, we are sure about the accuracy and reliability of feed-back that the
advertiser gets from such research.
How to test?
Fortunately,
the advertising has wide range of testing techniques or the methods to choose
for evaluation purpose. What methods or techniques he is going to use is
dependent on when he is going to measure the ad effectiveness.
Accordingly,
there can be three sets of methods to meet his needs namely, pre-testing,
concurrent testing and post-testing methods.
I.
Pre-testing methods
1.
Check-list test
A
check-list is a list of good qualities to be possessed by an effective
advertisement. A typical check- list provides rating scale or basis for ranking
the ads in terms of the characteristics.
These
characteristics may be honesty, attention getting, readability, reliability,
convincing ability, selling ability and the like. The ad that gets highest
score is considered as the best.
2. Opinion
test
Opinion
test or consumer jury test is one that obtains the preference of a sample group
of typical prospective consumers of the product or the service for an ad or
part of it. The members of the jury rate the ads as to their head-lines,
themes, illustrations, slogans, by direct comparison.
Getting
preference from a juror is better than getting it from a member of general
public or an ad expert.
Jury’s
preference is arrived at by seeking answers to the questions as to which ad was
seen first?
Which
was most convincing?
Which
was most interesting? And so on.
Accordingly,
the top ranking ad gets selected.
3. Dummy magazine and port-folio test
Dummy
magazines are used to pre-test the ads under conditions of approximation
resembling normal exposure. A dummy magazine contains standard editorial
material, control ads that have been already tested and the ads to be tested.
The sample households receive these magazines and the interviews are conducted
to determine recall scores.
Port-folio
test is like that of dummy magazine test except that the test ads are placed in
a folder that contains control ads. The respondents are given these folders for
their reading and reactions. The test scores are determined in the interview.
The ad with highest score is taken as the best.
4. Inquiry test
It
involves running two or more ads on a limited scale to determine which is most
effective in terms of maximum inquiries for the offers made. These inquiry
tests are used exclusively to test copy appeals, copies, illustrations, and
other components.
Any
of these elements may be checked. The point that is to be checked is changed
and all other components are unaltered, to get the score.
5. Mechanical tests
These
mechanical tests are objective in nature unlike the one already explained.
These help in provide good measures as to how respondent are eyes and emotions
reaching a given advertisement.
The most widely used mechanical devices are:
·
Eye Movement Camera
·
Perceptoscope
·
Psycho-galvanometer and
·
Tachistoscope.
II. Concurrent Testing Methods
1. Co-incidental surveys
This
is called as coincidental telephone method also whereby a sample of households
is selected, calls are made during the time programme broadcast, the
respondents are asked whether their radio or television is on, and if so, to
what station or programme it is tuned? The results of the survey are used to
determine the share of response for the advertisement or the programme.
2. Consumer diaries
This
method involves giving the families selected in advance of diary or individual
diaries to the members of the family. The selected families and individual
respondents are asked to record the details about the programme they listen or
view. The diaries are collected periodically to determine the scores.
3. Mechanical devices
The
mechanical devices used to measure the ad differences concurrently are more
common to broadcast media.
These are:
·
Audio meters
·
Psychogalvanometer
·
Tachistoscope and
·
Truck Electronic Unit.
4. Traffic counts
Traffic
counts are of special applicability to outdoor advertising. One can get good
deal of information through traffic counts. This counting is done by
independent organisations may be private or public. This work is also
undertaken by advertising agencies. For instance, how many automobiles and
other vehicles were exposed to a bulletin board or a poster or a wall painting
and how many times? Can be determined.
III. Post-testing methods
1. Inquiry tests
It
is controlled experiment conducted in the field. In inquiry test, the number of
consumer inquiries produced by an advertising copy or the medium is considered
as to the measure of its communication effectiveness.
Therefore,
the number of inquiries is the test of effectiveness which can be produced only
when the ad copy or the medium succeeds in attracting and retaining reader or
viewer attention. To encourage inquiries, the advertiser offers to send
something complimentary to the reader or the viewer, if he replies.
2. Split-run test
A
split-run test is a technique that makes possible testing of two or more ads in
the same position, publication, issued with a guarantee of each ad reaching a
comparable group of readers. It is an improvement over the inquiry test in that
the ad copy is split into elements like appeal layout headline and so on. Here
also, the readers are encouraged to reply the inquiries to the keyed or the
given address.
3. Recognition tests
Recognition
is a matter of identifying something as having seen or heard before. It is
based on the memory of the respondent. It attempts to measure the ad
effectiveness by determining the number of respondents who have read or seen
the ads before. To arrive at the results, readership or listenership surveys
are conducted.
4. Recall tests
Recalling
is more demanding than recognizing as a test of memory. It involves respondents
to answer as to what they have read, seen or heard without allowing them to
look at or listen to the ad while they are answering.
There
are several variations of this test. One such test is Triple Association Test
which is designed to test copy themes or the slogans and reveals the extent to
which they have remembered.
5. Sales tests
Sales
tests represent controlled experiment under which actual field conditions than
the simulated are faced. It attempts to establish a direct relationship between
one or more variables and sales of a product or service. It facilitates testing
of one ad against another and one medium against another.
To
sum-up, ad effectiveness testing is a must to avoid costly mistakes, to select
the best alternative from the apparently equal alternatives, to resolve the
differences of opinion and to add to the store of knowledge having deep bearing
on advertising effectiveness and efficiency. Ad effectiveness testing can be at
three levels namely, prior to, during and after the release of an ad.
There
are many methods to choose. The final results depend on the validity,
reliability and the relevance of each method employed. Testing, if done in good
faith, can payout its costs and rich dividends too.
Optimizing
Advertising
The
purpose of quick advertising optimization is to find slices of inventory that
provide a positive return-on-investment (ROI) for your campaigns. With Exact
Drive you can optimize to a Cost per Click (CPC) or Cost per Acquisition (CPA).
The
concept of advertising optimization isn’t very complicated: it’s taking past
performance and applying it to a future goal, such as cost per click (CPC) or
cost per acquisition (CPA). If you’re likely to get a click, spend a lot; if
you’re not, spend a little or don’t buy at all.
Even
though it appears easy to provide example advertising optimization that way, in
practice it can be hard to do. Should we calculate the click through rate for a
whole website or a specific section? Does the creative itself make a difference
to performance? Does frequency? Recency? Should we break out click through rate
by day of the week? Geographic region? Can we bucket groups of similar sites
with low volume and still optimize (apply a click through rate) to that? These
are just a handful of questions that can be related to advertising
optimization.
There’s
one more piece to consider, and that’s the “Learning Stage.” Before you can
decide how to calculate or optimize click through rates or conversion rates or
any other performance metric, you have to get some initial data of some kind.
Basically, buying ad impressions to learn on usually has a much lower return on
investment (ROI) than buying “optimized” because you are flying relatively
blind, so you want to strategize a bit when buying and bidding in the learn
stage.
All
of this makes advertising optimization more complex than it seems. Good
advertising optimization has a lot of “levers” that can be tweaked, and we
would like to offer our clients the ability to tweak them using their own
intuition and experience in combination with our analytics and reporting
system.
Here are some of the types of things you can affect your
campaign within the Exact Drive advertising optimization system:
(i) Learn budget:
We recommend starting with roughly 20% of your campaign budget if you need a
ballpark figure, but you can choose how much to spend on learn.
(ii) Learn bids: We
use a specially calculated metric called Estimated Average Price to get started
bidding.
(iii) Throttling: We cap bids according to how confident we are in our performance
calculations. This means, basically how much data we have to base click through
rates and conversion rates on. A good rule of thum is to dial your throttling
up or down according to how fast you need or want data.
(iv) Copy or pre-populate Learn: If you have learn data from other sources, we can get
you started ahead of the game.
(v) Getting out of Learn: How much data do you need to be confident of
performance accuracy? You can trust us or adjust the number of events you need
to get out of learn.
(vi) Frequency-Recency Modifier: All bids, learn or optimized, are adjusted via a
frequency-recency modifier.
(vii) Projected learn modifier: This can affect how fast you decide to “give up” on
certain inventory or get out of learn and into optimized bidding.
(viii) Targeted Inventory: We optimize to groups of objects, such as a creative-campaign-pixel-inventory
tag bucket. If you target different inventory types, such as above and below
the fold, in different campaigns, you will effectively break out optimization.
Pay Per
Click (PPC) Online Advertising
PPC
is an online advertising model in which advertisers pay each time a user clicks
on one of their online ads.
There
are different types of PPC ads, but one of the most common types is the paid
search ad. These ads appear when people search for things online using a search
engine like Google – especially when they are performing commercial searches,
meaning that they’re looking for something to buy. This could be anything from
a mobile search (someone looking for “pizza near me” on their phone) to a local
service search (someone looking for a dentist or a plumber in their area) to
someone shopping for a gift (“Mother’s Day flowers”) or a high-end item like
enterprise software. All of these searches trigger pay-per-click ads.
In
pay-per-click advertising, businesses running ads are only charged when a user
actually clicks on their ad, hence the name “pay-per-click.”
Other
forms of PPC advertising include display advertising (typically, serving banner
ads) and remarketing.
In
order for ads to appear alongside the results on a search engine (commonly
referred to as a Search Engine Results Page, or SERP), advertisers cannot
simply pay more to ensure that their ads appear more prominently than their
competitor’s ads. Instead, ads are subject to what is known as the Ad Auction,
an entirely automated process that Google and other major search engines use to
determine the relevance and validity of advertisements that appear on their
SERPs.
Working
As
its name implies, the Ad Auction is a bidding system. This means that
advertisers must bid on the terms they want to “trigger,” or display, their
ads. These terms are known as keywords.
Say,
for example, that your business specializes in camping equipment. A user
wanting to purchase a new tent, sleeping bag, or portable stove might enter the
keyword “camping equipment” into a search engine to find retailers offering
these items.
At
the moment the user submits their search query, the search engine performs the
complex algorithmic calculations that the Ad Auction is based upon. This
determines which ads are displayed, in which order, and by which advertiser.
Since
you have to pay for each click on your ads, it’s imperative to only bid on
keywords that are relevant to your business, so you can be sure to get ROI from
your ad spend. A keyword tool can help you find the right keywords to bid on
that are both likely to drive sales or conversions, and are not prohibitively
expensive.
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