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Clarify: Is this a sudden decrease? Or gradual? Sudden.
Is this specific to a region?
Do we mean the ads revenue for Google Search? Yes
Internal Investigation:
I would check if any of the following first:
- Is there an infrastructure problem
- causing Google Search is not to function?
- causing Google Search can’t get the ads to show for relevant keyword searches?
- If there is any recent release, instead of an infrastructure, that may cause any malfunction either with:
- Google.com
- Google Ads platform.
- Can this be solved with a quick fix or a rollback? What will be affected if we do a rollback?
- Any recent change on the pricing policy for the Search ads?
- Any DNS problem?
External Investigation
- If this is regional, is there any problem in that region? Huge internet outage, natural disaster, war, unrest
- Did any country ban Google Search?
- Did any regulatory policy get passed recently to prevent Google to show search ads?
Competitors
- Did Facebook or Apple introduce a recent new way of advertising or played with their pricing policy, so that advertisers migrated to those platforms and are leaving Google Search?
- Any new search platform introduced promising no ads?
Paradigm Shift
- This would be probably more gradual but people don’t want to see ads anymore so abandoning Google Search to another Search platform?
- Or using a browser that is blocking ads automatically.
Google search revenue is driven by ads. When we say, revenue is down is it steady yoy, qoq OR we see a sudden dip? Is this an industry trend or company wide trend or only affecting Google search? Let’s say, it is a steady decrease from last year. I would look into following areas to diagnose the problem.
1. Company:
– Has the business model changed? Ex. We were are making revenue on ads using tech fee+ data fee+ % of spend.
– How revenue is recognized over the past year?
– Bad PR for the company
– Changes in the Govt Policies that affect the company/ google search product
2. Competition
– New platform that serves ads. Example snapchat, Facebook etc. Have their revenues increased?
3. Product
– Change in Algorithms
– Increase in support tickets
– Cannibalization from another product within Google
– Is the revenue decreasing for specific feature: CPC, CPA, CPM?
– New feature that affected it over this year
4. Customer (consumer and advertiser).
– Specific location
– Specific vertical of advertisers or end users (Ex. Retail advertisers and teenagers) leaving the platform
First Clarify
Is this in a given geography?
Is this a seasonal trend?
Have we seen this elsewhere i.e. youtube video searches?
Do we have competitive product launch or an alternate internal launch?
Bug / tool / system uptime
Then I will find out by How much? Is this hockeystick or is this gradual? For how long = 1 month or a year or more?
Google ads revenue is mostly ads
Google revenue = Ads revenue = number of impressions * click through rate * CPC
Figure out which of this is an issue:
– If Impressions went down = explore 1) if we are not showing ads or there is change in showing ads, 2) if there is decline in number of users due to social changes, 3) is there a competitive launch or 4) did we have bug or system downtime affecting this
– If Clickthrough rate is down= this is due to 1) irrelevant or misplaced ads due to internal algorithm changes 2) UX or Layout making the ads invisble
If the CPC is down = Find out 1) if avg $ of bids have gone down, 2) if overall economy is affecting this 3) if number of business advertising on Google have declined
Clarify
Google search revenue comes from ads shown on the search page and revenue comes from ad clicks
Down for both desktop and mobile? Yes
Down in particular geography? Say US
Gradual or sudden? Gradual since a month
How much down? Say 20%
Internal factors
Lets check for some internal factor that might be contributing:
Search algo changes?
Major UI changes?
Downtime, bug, A/B test
Change in metric calculation method?
External Factors
Competitors gaining share? No
Bad PR or a ban
Hypothesis:
Google ad revenue from search is a combination of follow:
# of searches * # of ads shown * CTR * Cost per click (CPC)
# of advertisers on the platform
We can dig it further to see where the drop is coming from:
I will start with looking at the # of searches. Its unlikely they are going down as no competitor has gained share but if it is down I will further dig deeper into segmenting the type of searches, device, geography etc to see where the drop is coming from.
# of ads shown: I will check for avg # of ads shown per search and see if there is a drop. I will also look into different segment of searches (popular/unpopular, questions, image search etc) to see if there is a drop in any of these sections. If I notice a drop I will dig deeper to see if we made any change to the algo which matches ads with searches
CTR: If I see a drop, I will check for any major changes in UI, bugs in redirection, ad real estate etc. I will also segment ads based on product ads (with images) or sponsored links and see where the CTR drop is coming from. I will also check if the recommendation system for ads had any major changes
CPC: I will check if we have started charging less due to market competition etc and dig further into the data if there is any drop in average CPC.
Lastly, I will check if the # of advertisers on our platform have dropped. If I see a drop, I will look into different sections of advertisers (by industry type, small/medium/large budget etc). If there is a drop in particular section, we need to survey to find out if we aren’t meeting their requirements anymore
Structure would follow:
Clarify
Describe product
Ask Clarification questions
List out user journey
List out potential issues (internal) based on user journey
List out potential issues (external)
Evaluate/Conclude
Clarify
What’s Google Search: Search engine that provides based on patented algorithm results (links to pages, images, videos) that are most relevant based on query. GSearch is available across all channels including mobile and web.
Google monetizes Gsearch by displaying ads on it’s site page including sponsored links that user can click or displaying ads along with site results.
Clarification questions:
When you say GSearch revenue is down, I am assuming that the ads related revenue on Google’s search site is down. Is this correct? Yes
Is this decline in gsearch revenue occurred recently i.e last quarter or so or is this being going on for long time or seasonality related? Occurred just last quarter for first time
I am assuming the decline in revenue is significant. What I mean is higher % decline than usually seen if at all? Yes .
Is this decline restricted to a channel e.g mobile or web? Its’ largely due to decline in searches on mobile devices
Is this decline restricted to some geographical regions or worldwide? It’s worldwide..
Okay..so before I jump ahead with defining user journey, would like to restate what have learnt as of now about the issue.
This GSearch revenue decline is related to revenue from ads served for Google searches
The Gsearch revenue decline is significant and occurred last quarter
The Gsearch revenue decline was largely due to decline in searches on mobile devices.
The Gsearch revenue decline was worldwide
Is the Gsearch decline more for android or iphone users? Both
Is the Gsearch decline more on some cell phone mobile carrier e.g AT&T, Sprint etc? No
Right, to understand mobile Gsearch user experience and potential issues that could be a root cause, want to walk through the user journey as below:
Mobile user (usually android user but could also be other device users) access gsearch using either phone touch screen or voice commands(i.e Ok Google) ..
If user is android user, can use search bar directly on home screen to search or can use browser (e.g chrome) to search
If user is iphone user, can use entire browser (e.g chrome, firefox) to search or gsearch app
Once user fires up search, the results are displayed either on browser or directly sent over as SMS or text message to user
User can then view directly ads in browser, or be provided with some options (e.g burger shops near user location) with option to directly call the number on file using smartphone
What can go wrong with above user funnel
Internal aspects
External aspect
Internal factors:
Evaluate if a new feature was launched either for android/iphone/both recently that impacts gsearch
Get data of % of unsuccessful queries in gsearch prior and after launch of feature if there was a significant feature that gsearch launched recently
Evaluate whether there are some issues with browser to access search results
Evaluate if there was an issue with clicks or display of ads on search results
% of ads CTR before and after the decline can be evaluated to see if there was decline in clicks
% of ads that were displayed before and after decline per gsearch result to see if there was significant decline in rendering
User preferences
% of increase in users selecting ‘opt out’ option for ads in settings for both android and iphone device
Was this increase more than usual for either or both types of devices
As android and smartphone phones are almost split 50/50, even if apple made it easier for user to opt out of ads in settings, this would sginficantly impact Google search ads revenue
External Factors:
Competitive Changes in recent quarter:
Was there a new competitor that entered the mobile search space with a new product Or
Was there a change recently made by apple or mobile carriers for android phones that made it easier to access search results using competitive search engines eg. bing?
Was there a governmental/ regulatory requirement (e.g default opt out in settings) for mobile based ads that made the search revenue go down?
Conclude
Based on above factors and root cause, there could be a combination or just one reason that might have resulted in decline in gsearch revenue
Once, pinpoint the factors, following would be some of the mitigation options :
Internal factors:
Feature that resulted in lower gsearch mobile results: roll back feature, fix the issue, retest, deploy with fewer users, scale
Browser related issues e.g majority of searches (mobile) using Chrome on Android or Safari/Firefox on iphone/other. So should be easy to pin point which browser causing issue and come up with mitigation plans to remove the issue
User preferences if an issue specially assuming on iphone , work with Google apple partnership team to try and address the issue. Mitigation options could include working to evaluate why users are opting out , if some obvious privacy concerns try to mitigate through messaging, some tweak in functionality to fix the issues.
External factors:
Competitive changes can be mitigated by incentives or providing improved functionality
Incentives more short term/immediate approach to stop the drop
Features /functionality longer term approach based on usability studies, partnerships to improve user experience with product
Regulatory issues would result in working with governmental agencies to understand the concerns and come up with a mitigation strategy that could result in enabling ‘alerts’ or ‘notifications to user to update ‘opt out’ in settings or to make it easier for users to toggle across settings in mobile device etc.
Looking into internal and external factors will make us understand more about the issue.
Narrowing down the scope
- Specific region or global? global & overall
- Specific period? YoY May2020 compared to May2019.
- To be on same page, the business model is still the same, Search Revenue is based on Ads with classified search ranking, right? yes.
Let's breakdown the analysis into two main aspects
- External Perspective
- Competitive Advantages > have we lost any competitive advantage? any new market insights that can help - Businesses are looking into social media ads more? Instagram & Facebook. A financial report might help here to understand the market dynamics.
- Supplier Power
- Do we have a problem with new ads and compaigns on adwards and adsense? any other substitutes here?
- User Power
- more breakdown on user behavior and classification will help here. Demographical details are required and that include other aspects such as mobile vs web.
- Do we see the same behavior/attitude on other company's platforms?
- Internal Perspective
- Product Aspects, new changes in our search results that impacts the Click-through-rate.
- Any applied A/B test that impacted a specific cohort?
- Did we change the calculations of cost-per-click mechanism that might impact the results.
with that said, I do think if we figured out the why? then we can work accordingly to adapt and tune in order to bring our revenues in shap again and dominant.
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