By Joe Flint 

This is busy season for Andy Kubitz, head of scheduling for ABC, as he lines up shows the way a baseball manager arranges the batting order.

Should ABC keep the Wednesday comedy lineup intact or move sitcom "The Middle" to boost Tuesday or Friday? What about shifting one of its strong Thursday night dramas such as "Scandal" or "How to Get Away with Murder" to Sunday, a night that was challenging for ABC this season?

Similar calculations are happening at NBC, CBS and Fox, and will culminate in the networks' "upfront" presentations the week of May 11, an annual ritual when they unveil their lineup of new programming to concert halls packed with advertisers.

Here's a bigger question for Mr. Kubitz: What will his job look like even just a few years down the road?

The idea of organizing TV output by specified time slots during the week might seem anachronistic to a new generation of video consumers who stream shows on Roku or Apple TV. People are getting more flexibility to watch shows whenever they want. From Netflix to the DVR to cable video-on-demand, options abound for "time-shifting" of shows. TV listings for a Tuesday at 9:30 p.m. would seem to matter less and less.

But today's schedulers defend their craft. They point out that some 76% of broadcast prime-time viewing still happens the old-fashioned way, as shows are airing, according to Nielsen. And prime time is where broadcast networks make the lion's share of their revenue.

While time shifting will increase, schedulers say a show's success is still indelibly linked to strong viewing during initial air times.

"Let's be honest, TV is still passive to some degree. Once [viewers] sit down, you have to give them a reason to turn the channel," said Mr. Kubitz, executive vice president of planning and scheduling for Walt Disney Co.'s ABC. "Good scheduling still creates a night of appointment television."

Hit prime-time shows also have a strong shot at a cash-filled afterlife in reruns, especially on the Web, ready for the binge-watcher. Witness the recent licensing of "Friends" to Netflix.

Schedulers have tremendous sway not only over which shows go in which time slots, but which get made in the first place. For decades, schedulers have been the behind-the-scenes consiglieri to network entertainment presidents. Most schedulers come up through ranks of research and ratings analysis. As such, their views often clash with the programming executives over what will be a hit and what will be a flop.

The programming executives "saw the script from birth to production. And then you have to come in and call their child ugly," said Mr. Kubitz of ABC. "That's what our job is."

Schedulers also prefer to operate in secrecy. NBC's head of program planning, Jeff Bader, eschews having a scheduling board visible in his office.

"Whenever you're playing with it, the wrong person walks by and sees," he said.

Networks always have high hopes heading into the upfronts, but the stakes keep getting higher. As the September-to-May TV season winds down, ABC is the only network up in total viewers and in the 18- to 49-year-old demographic that advertisers pay a premium to reach, when factoring out sports programming. CBS Corp.'s namesake network is up in total viewers but down in viewers under 50.

NBC, controlled by Comcast Corp., is flat with total viewers but took a tumble with younger viewers. Fox is down 10% in both viewers and the 18-to-49 set but can at least brag about "Empire," the biggest new drama. The Wall Street Journal and Fox's parent company, 21st Century Fox, were part of the same company until mid-2013.

With all the viewing options out there, networks are more than aware that crafting a foolproof schedule is virtually impossible. "Because there are so many networks with so many shows, you'd have to say today scheduling is less relevant," concedes Ted Harbert, the chairman of NBC Broadcasting, who climbed the ranks as a scheduler at ABC.

Networks also are less interested in using scheduling as a boxing match, as they did in the past. When the sitcom "Seinfeld" was a massive hit for NBC in the 1990s, CBS, Fox and ABC typically tried to counterpunch with dramas hoping to appeal to a different audience. And former NBC scheduler Preston Beckman says he and his bosses wanted Jennifer Aniston so badly for "Friends" that the network scheduled popular made-for-TV movies against the CBS series she was on, "Muddling Through," hoping to kill it. The gambit worked, he said.

These days, schedulers instead are often looking at how shows perform on other platforms to determine the best time for a show. One aim is to convert delayed viewers into live viewers.

Schedulers agree that the faster viewers watch a show on DVR and VOD, the better the odds of converting that delayed viewing into live viewing.

"The longer something sits on the DVR, the less likely it is to be viewed," said Dan Harrison, executive vice president of strategic program planning at Fox. Fox has scheduling challenges on Tuesday, Thursday and Friday nights this year, as most of its new shows, with the exception of "Empire" and "Gotham," performed poorly.

Another goal, schedulers say, is to keep viewers from surfing between shows once the TV is on. For years, ABC tried out lots of comedies aimed at young urban viewers to air in the Wednesday 9:30 p.m. time slot after its hit sitcom "Modern Family." None worked. Then last fall, the network slotted in "Blackish," a comedy about an upper middle class African-American family, and is has proved successful.

Exploiting so-called launchpads remains a key to scheduling. NBC's singing-competition show "The Voice" draws a huge audience and the network was able to use that last season to get its drama "The Blacklist" off the ground. That worked so well NBC figured "The Blacklist" could become its own launchpad on Thursday night at 9 p.m.

Unfortunately for NBC, "State of Affairs," the show it put in the Monday slot after "The Voice," tanked. The audience for "The Blacklist" declined as well.

NBC's Mr. Bader defended the move, noting that "The Blacklist" has improved the overall Thursday performance. "It's not as high as we hoped it would be but it's certainly fixed that time period and given us another launchpad," he said

But the prized 18-to-49-year-old demographic promises to get more elusive as time goes on.

Jim McKairnes, a former CBS scheduler who is now a professor at Temple University, recounts how he was chatting with a student about a TV show and asked when it was on. "Professor, no disrespect, it's on when I turn it on," the student replied.

Write to Joe Flint at joe.flint@wsj.com

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