usabilityspeech-recognitionvoiceivr

Usability: speech recognition versus keypad


We are seeing more and more speech recognition implemented and request for libraries that does good speech recognition. What's the rationale (in term of usability) behind it versus a keyboard or keypad? What reasons would you have to invest in this development?

For example, let's take the call centers. A few years ago, almost every call center used an IVR that prompted for a key for the menus. Now, we're seeing more and more menus with prompt for a spoken keyword and/or a pressed keypad: "please say invoice or press 1 to see your invoice". Or we are seeing the same thing in companies' phone directory: "please say the name of the person you are trying to reach" ... "Franck Loyd" ... "Did you say Jack Freud? Please say yes if you want to reach this person or say no to try again".

I guess it's a plus when you're in your car without holding your phone but is it worth the additional waiting time? Longer interaction for all the choices, longer prompt time while trying to analyze if something was said and so on? Also, reliability is better than it was, definitely, but sometime it feels more like an toy someone decided to plugged into the system so it can feel futuristic.

Any experience designing IVR or software that used (or chose not to) speech recognition?

Thanks!


Solution

  • What's the rationale (in term of usability) behind it versus a keyboard or keypad?

    Usability is a very broad term. If I were to attempt to enter my address with a touch pad, it wouldn't be considered very usable. Some argue that using a speech engine with an overall success rate of 70-80% isn't very usable either. As indicated in other posts, hands free input can be much easier for those on a mobile phone. However, using words versus numeric input can actually be less intuitive than a touch tone phone if the topic is somewhat foreign to the caller. A caller hearing terms and phrases that aren't very familiar can't remember them in the 10-30 seconds of the prompt but they can hover over the best sounding choice with their finger or remember the order of choices.

    What reasons would you have to invest in this development?

    This is an odd question. Usually the decision to use speech or not in an IVR environment is not driven from the development view of the world. Unless you have a specific requirement that really requires speech, you are almost always reducing overall success rates. Speech is usually a factor of corporate image ... or having the latest technological toy.

    I guess it's a plus when you're in your car without holding your phone but is it worth the additional waiting time?

    Speech recognition latencies aren't very high these days when using modern ASRs. In most cases, input is handled in parallel with speech and time between end of speech recognition is .5 to 1s. Be aware that many IVRs then need to perform data look-ups after some inputs and this can appear as a slower system. Normal inputs pushing beyond 1s is usually the sign of an under-powered deployment.

    It may not have been under-powered when original implemented, but through tuning efforts, you make a lot of performance versus accuracy decisions. To get that next .1%, resources can be pushed beyond what they should be at peak.

    Also, reliability is better than it was, definitely, but sometime it feels more like an toy someone decided to plugged into the system so it can feel futuristic.

    In general, yes. On the reliability note, you need to really look at the overall numbers to get a sense of the system. It is a battle of statistics where the individual isn't very important (unless they hold the title of VP or above). Through optimization of the input (shifting prompting), resource usage and other speech reco tuning parameters you attempt to maximize accuracy. For basic natural language responses, you can get in the upper 90s. However, your overall success rate is much lower. Imagine 5 prompts all at 98% (in reality, you tend to have a bunch 99 and then a few mid 90s or slightly below): .98 * .98 * .98 * .98 * .98 = 90%. That means 1 out of 10 failing. That is before caller confusion and business rules. DTMF input is usually very near 100%, even after several inputs.

    Any experience designing IVR or software that used (or chose not to) speech recognition? Yes. But, I suspect that really isn't the question you want. As someone on the technology side, this is usually not your decision and you have limited influence on it. If you are really looking for the pros/cons of speech:

    Pros:

    Cons: