schaunwheeler
It's not inevitable that a tool with a glaring technical flaw must always have that technical flaw. Technical flaws can be fixed.
Just think about timing: when is the best time for someone to get a message from you? There are aggregate stats about certain days or time being better for open rates, but customers aren't a monolithic entity. Some times work for some customers, and other times work for others. We've found that timing decisions have huge impact on ROI in industries ranging from gaming to retail to food delivery.
Now look at topic: what kind of bike do you try to interest them in? Do you try to interest them in a bike at all, or do you pitch a helmet, or shorts, or repair services. Personalizing topic is the essence of a recommender system, which has been discussed elsewhere in this thread, and it's possible to get something like that, even for a bike shop.
Then you have text: let's just look at value proposition. Do you appeal to their love of the open road? Their desire to exercise and get more fit? Spend time with their families? Replace an old bike that's causing them maintenance headaches? By learning what aspect of biking individual people care about, you can tailor subsequent communication to emphasize those things.
A bike company has virtually endless ways to tailor their message.
Pull the straw-man apart a little bit: 3rd-party data isn't the only data out there. There's at least one solutions (full-disclosure: I'm building it) that uses high-frequency communication channels like push notifications as a factory to originate 1st-party data that's tailored to your business needs and exists at the individual level. In other words, saying personalization based on 3rd-party data doesn't work is like saying a car that with water in the gas tank doesn't work. Of course it doesn't. Stop putting water in the gas tank.
Now look closer at the analogy: like a good movie, a good marketing strategy will expose customers to a wide variety of reasons to engage, so they can take what is personally meaningful to them and leave the rest. You can't fit the whole strategy into a single message. Of course you can't, just as Disney/Pixar can't fit every emotional association into a single scene scene. The authors point out the obvious fact that personalization can't fully happen at any single point in time, and miss the point that personalization necessarily happens progressively over multiple points in time.
I don't mean to come down hard on the authors of this post. They're reacting to what most marketing platforms call personalization. The problem isn't that personalization is impossible and doesn't work. The problem is that so many platforms have implemented something that doesn't work and have called it personalization.
For anyone interested, my co-founders and I have written several blog posts covering both what real personalization should look like, and many of the technical aspects of how it can be both possible and effective: www.aampe.com/blog
Machine Learning Isn't Enough
Conditioned Experiments
Change is your business: new company Aampe automating messaing experiments
Goal-setting isn't worth it
How to spot red flags in a data science job opportunity
https://towardsdatascience.com/data-science-career-advice-to...
The short answer is that it all depends on what you are looking for in a position.
The longer answer is ask them what they do (as a company, team, etc.), then ask them what infrastructure (technical and organizational) they have in place to do that. Then ask them about non-managerial growth paths (unless you're a manager).
Finally, ask them to give you a question - some business problem they're trying to solve - that they themselves don't know the answer to. Ask to sit in a room with the people who would be involved in planning a solution to that problem, and actually plan out the initial steps of solving it. That will tell you more about the team dynamics and the workplace environment than any explicit questions you might ask.
Ethical codes vs. ethical code
Paid time off and the nature of science
Data science career advice to my younger self
Data is a stakeholder (why data science might need some social science methods)
What does social science have to offer the data industry?
Codify your workflow
The hidden risk of ethics regulation
https://hackernoon.com/can-we-be-honest-about-ethics-ecf5840...
I'm not questioning the documents' merits, or the intentions of those who wrote them. I'm concerned about the downside potential they introduce through systemic risk.
Can we be honest about (data science) ethics?
A framework for evaluating data scientist competency
Connected components at scale in PySpark
1. I never claimed the MVP was just whipped together. I claimed it was an MVP. I'm aware that this has been worked on for months - I joined the Slack channel and tried to participate. You made a straw-man argument.
2. The piece of my mine you linked to was never posted in the D4D slack. Or in any other community discussion. At least not by me. You resorted to an ad hominem attack on me personally instead of a principled attack on my position.
3. You stress the fact of this being a living document as if that had something to do with my concerns. Living or not, it went into production without fully considering the downstream harm the product could cause. You avoided my actual argument with a red herring instead of engaging it.
Given all of the above, why should I accept that your invitation to participate in the data.world slack was extended in good faith?
If anything in my original post seemed to warrant the hostility of your response, then I beg your pardon for poor wording. But my argument still stands.
Ask HN: Is anyone willing to defend the manifesto for data practices?
I’m looking for people involved in the creation of the “manifesto for data practices” (datapractices.org). I have major ethical concerns about the document as written, which I’ve outlined here:https://towardsdatascience.com/an-ethical-code-cant-be-about-ethics-66acaea6f16fAt its core, the document’s authors have committed the same kind of ethical breach that the document itself was designed to...