Yet another failed attempt at curbing wedding reception queues

For a long time now I’ve been obsessed about queues at Indian wedding receptions. The process at a reception is simple – you get to the hall, and immediately line up. Once you hit the head of the queue, you get to greet the newly wed couple, give them gifts and get photographed with them. Then you’re shown the way to the dining hall where you have dinner and put exit.

When I started my research into reception queues, my aim had been to save the guests at my own wedding the trouble of lining up for too long. As it happened, I’d failed to spot the bottleneck in time, and hence failed spectacularly. Over a few more weddings that I attended, I cracked the mystery, though – the main bottleneck was in the wedding video.

As I wrote a few months back:

… Then you hear the click of the photographer’s shutter, and start moving, and the videographer instructs you to stay. For he is taking a “panning shot” across the width of the stage. Some 30 seconds later, the videographer instructs you to move, and the bride and groom ask you to have dinner and show you the way off stage.

The embarrassing bit for the guests, in my opinion, is that having struck a photogenic pose for the photo, they are forced to hold this pose for the duration that the videographer pans. Considering that photogenic poses are seldom comfortable, this is an unpleasant process….

So when my sister-in-law got married a couple of days back, I thought it was time to finally put my research to good use, and save her guests the trouble of standing in line for too long. A couple of hours before the reception on Thursday, I went and had a quiet word with the videographer. I told him about how the panning shot held up queues, and so he should make it quick. After a little discussion, he agreed to use a wider angle for the shot, and cut down the time by half.

Around 8 pm, half an hour after the reception started, the queue wasn’t too long. I was secretly happy that my method was working, but there was the possibility that the short queue was down to low arrival rate rather than high process rate. Fifteen minutes later, the queue had built up through the length of the hall, and would remain so for another half hour. My efforts had come down to nought.

It was when I went up on stage to introduce some of my relatives to the bride (I was the cut-vertex in the network between the married couple and these guests, so my presence was required) that I realised what the problem was. The videographer I’d spoken to had been doing his job, panning quickly, but he wasn’t the only one.

There is always a level of mistrust between the families of the couple at any Indian wedding, and this is mainly down to them not knowing each other well. So there is redundancy built in. Usually, each side brings its own priest. The two halves of the couple collect their gifts separately. And most annoyingly for me, each side arranges for its own photographer and videographer.

So the problem was that while our videographer had been panning quickly as instructed, the videographer engaged by my now brother-in-law-in-law was in no such hurry, and was taking his own time to plan. And since I hadn’t engaged him, it wasn’t possible for me to tell him to hurry up.

And so some guests had to endure a long wait in the queue. If you were one of those, my apologies to you – for I didn’t anticipate the double-videographer problem which would hold up the queue. And my apologies once again to those who had to wait in queue at my wedding as well!

Wedding videos and optimising reception queue lengths

In the past I’ve dissed wedding videos, claiming that they don’t add any value (as no one ever watches them) and only serve to slow down the queues during receptions. While I maintain that the way they are currently shot still hold up reception queues, I’ve revised my opinion about their general usefulness.

So my in-laws are preparing for the wedding of their second daughter (my sister-in-law), and in order to “revise” what needs to be done, my wife suggested we watch our wedding video. So since last night we’ve been watching our wedding videos, and I must say it’s been quite useful.

For not only are wedding videos inherently entertaining, they also capture nuances of the wedding that still photographs cannot capture. It was pertinent, for example, to observe the order in which my relatives were garlanded as we were being welcomed into the wedding ceremony.

We also got to observe how bad the crowd was immediately after the wedding when people rushed to wish us and hand over their gifts (bad but not that bad). And rather embarrassingly for me, the video showed my failed attempt at cutting the ceremonial ribbon to enter the wedding hall (I have astigmatism which my contact lenses don’t correct, which affects my perception of depth). The video also allowed me to note that the scissor to cut the ribbon was handed to me by a bureaucrat aunt, someone who I guess is well used to handing over scissors in that fashion!

Having watched the reception part of the video, though, I continue to maintain that video recordings hold up the reception procedure, and result in inordinately long queues. Moreover, the way videos are currently shot cause severe embarrassment and discomfort for the guests.

For those that are unfamiliar with south indian wedding receptions, this is what happens – you join a (typically long and wide) queue, and when you get to the head of the queue, walk on stage to greet the couple and hand over your gift. Then you all line up for the photo. So far so good.

Then you hear the click of the photographer’s shutter, and start moving, and the videographer instructs you to stay. For he is taking a “panning shot” across the width of the stage. Some 30 seconds later, the videographer instructs you to move, and the bride and groom ask you to have dinner and show you the way off stage.

The embarrassing bit for the guests, in my opinion, is that having struck a photogenic pose for the photo, they are forced to hold this pose for the duration that the videographer pans. Considering that photogenic poses are seldom comfortable, this is an unpleasant process. Moreover, guests aren’t aware when exactly the videographer is covering them, so there’s a chance they might be caught on camera making awkward body movements (possibly due to the discomfort).

Thus, I propose that rather than having the video camera straight on (next to the principal photographer) and getting a panning shot taken, the videographer should position himself on one side of the stage (the opposite side from which the guests are entering), and take a profile view of the guests wishing the bride.

This way, they capture on camera guests in more natural gestures, and the “best” front view would have anyway been captured by the still photographer. The guests can then be asked to move on as soon as the photographer’s shutter clicks (a more natural exit moment), and the time spent by each group of guests on stage could come down by more than 50% (thanks to panning time saved). And this can result in a drastic reduction in expected waiting time for a guest!

While I’d like to implement this procedure at my sister-in-law’s wedding (so what if I thoroughly failed to keep the queue length under control at my own wedding? At least I should use my learnings elsewhere!), the problem would be in finding videographers who are willing to reposition themselves.

In some sense, the videographer standing straight on, and guests waiting for a long time is a kind of a Nash equilibrium, and videographers won’t move to side on unless there’s sufficient demand from hosts to cut queue lengths at their weddings! And since moving videographers to side on is not an intuitive solution, the demand for this move from hosts will also be small.

So I guess unless we can find a videographer who is willing to experiment (not too easy), we will be stuck with front-on videos, uncomfortable guests in front of the camera, and impatient guests in the line!

Sweetshop optimisation on festival days

As I mentioned in my earlier post, while Varamahalakshmi Vrata is considered rather minor in my family, it is a rather big deal in my wife’s house. So I headed to a nearby sweetshop called Mane hOLige to fetch sweets for today’s lunch.

Now, this is not a generic sweetshop. As the name suggests, the shop specialises in making hOLige, also known as obbaTT, which is a kind of sweet stuffed flatbread popular in Karnataka and surrounding areas. And as the menu above suggests, this shop makes hOLige (I’ll use that word since the shop uses it, though I’m normally use to calling it “obbaTT”).

I had been to the shop last Sunday to pick up hOLige for a family gettogether, and since I asked for the rather esoteric “50-50 hOLige”, I had to wait for about 30 minutes before it was freshly made and handed over (Sunday also happened to be yet another minor festival called “naagar panchami”).

Perhaps learning from that experience, when heightened demands led to long wait times for customers, the sweetshop decided to modify its operations a little bit today, which I’m impressed enough to blog about.

Now, as the subtitle on the board above says, the shop specialises in “hot live hOLige”. They are presumably not taking VC funding, else I’d imagine they’d call it “on demand hOLige”. You place an order, and the hOLige is made “to order” and then handed to you (either in a paper plate or in an aluminium foil bag, if you’re taking it away). There is one large griddle on which the hOliges are panfried, and I presume the capacity of that griddle has been determined by keeping in mind the average “live” demand.

On a day like Sunday (naagar panchami), though, their calculations all went awry, in the wake of high demand. A serious backlog built up, leading to a crowded shopfront and irate customers (their normal rate of sale doesn’t warrant the setting up of a formal queue). With a bigger festival on today (as I mentioned earlier, Varamahalakshmi Vrata is big enough to be a school holiday. Naagar panchami doesn’t even merit that), the supply chain would get even more messed up if they had not changed their operations for the day.

So, for starters, they decided to cut variety. Rather than offer the 20 different kinds of hOLige they normally offer, they decided to react to the higher demand by restricting choice to two varieties (coconut and dal, the the most popular, and “normal” varieties of hOLige). This meant that demand for each variety got aggregated, and reduced volatility, which meant that…

They could maintain inventory. In the wake of the festival, and consequent high demand, today, they dispensed with the “hot, live” part of their description, and started making the hOLiges to stock (they basically figured out that availability and quick turnaround time were more important than the ‘live’ part today).

And the way they managed the stock was also intelligent. As I had mentioned earlier, some customers prefer to eat the hOLige on the footpath in front of the store, while others (a large majority) prefer to take it away. The store basically decided that it was important to serve fresh hot hOLige to those that were consuming it right there, but there was no such compulsion for the takeaway – after all the hOLige would cool down by the time the latter customers went home.

And so, as I handed over my token and waited (there was still a small wait), I saw people who had asked for hOLige on a plate getting it straight off the griddle. Mine was put into two aluminium foil bags somewhere in the back of the store – presumably stock they’d made earlier that morning.

Rather simple stuff overall, I know, but I’m impressed enough with the ops for it to merit mention on this blog!

Oh, and the hOLige was excellent today, as usual I must say! (my personal favourite there is 50-50 hOLige, if you want to know)

Marketing in single-person operations

The density of E’ixample, the district of Barcelona I currently live in, is so high that there are at least six barbershops within 100m of the front door to my apartment. So when I had to get a haircut (for the first time in my life outside India), there was plenty of choice.

Cursory observations and price enquiries (some had listed prices on the door, while at others I’d to enquire) led me to this one-man barbershop called “Urban Cuts Barbershop” (the name is the only English thing about this barbershop – the barber spoke only Spanish). I think the barber has done a pretty good job, but while I had placed my head in his hands, I was thinking about his marketing.

One of the ways in which shops and restaurants advertise quality is through herding and display of crowds. Ceteris paribus, a full restaurant is seen as being better than an empty one – why else would so many others have made the choice to go there? When in doubt, people seek comfort in company; making the same bad choice as everyone else is seen as being less worse than going out of the way and making a bad choice.

So when you are seeking a barber, you seek a barber who others seem to approve of, and the only way you can find this out is by seeing how crowded it is every time you walk past (six barbershops in close proximity to your residence means it’s possible to collect sufficient data points before you make a decision). And if you see it consistently has customers, you are more likely to go there than to a barbershop that hardly has customers.

The problem with a one-seat barbershop is that its fullness is binary – the shop is either operating at 0% capacity (no customers), or at 100% (one customer). If there is no one in the shop, prospective customers walking past might assume this shop is not good. If there is one customer in the shop, prospective customers might reason more favourably about the quality of service, but might be put off by the possible waiting time (range of services barbers offer means that the service time can have a large range).

With more seats, on the other hand, there can be an “optimal level” of fullness, where the shop appears full to a customer walking past, but has enough room to serve a random customer who happens to walk in.

In other words, “marketing ability” is something to take into account while deciding the optimal number of servers. And there’s some food for thought here for consulting businesses like mine (though my fullness is not as binary as the barber’s since I work on longer term projects which can be multiplexed).