FHB Logo Facebook LinkedIn Email Pinterest Twitter X Instagram Tiktok YouTube Plus Icon Close Icon Navigation Search Icon Navigation Search Icon Arrow Down Icon Video Guide Icon Article Guide Icon Modal Close Icon Guide Search Icon Skip to content
Subscribe
Log In
  • How-To
  • Design
  • Tools & Materials
  • Restoration
  • Videos
  • Blogs
  • Forum
  • Magazine
  • Members
  • FHB House
  • Podcast
Log In

Fine Homebuilding Project Guides

Energy Retrofit

Guide Home
  • Energy Efficiency
  • HVAC Systems and Water Heaters
  • Air-Sealing and Insulation
  • Solar Power and Electrification
  • Deep Energy Retrofits
  • Energy-Efficient Houses
HOUSE+

High-Tech Heating and Cooling Systems

A new generation of variable-capacity heat pumps and air conditioners promise quieter operation, increased efficiency, and greater comfort.

By Patrick McCombe Issue 302 - October 2021
  • X
  • facebook
  • linkedin
  • pinterest
  • email
  • add to favorites Log in or Sign up to save your favorite articles
Photo: Patrick McCombe

Synopsis: Variable-capacity HVAC equipment has an output that is matched to the heating and cooling loads, meaning the equipment’s compressor runs at a slower speed for a longer period of time, offering quieter operation, better humidity control, and greater efficiency than single-speed models. This article includes a drawing of the inner workings of a variable-capacity system, and describes the other advantages of these high-tech heat pumps and air conditioners, how to understand their different specs, and what appliances are currently on the market.


Imagine your car’s engine only had one speed. To go somewhere, you’d start the engine, and then it would run at its maximum rpm until you wanted to slow down or stop. Then you’d turn off the engine to coast or brake. I think you’d agree this kind of car would be difficult to control and would make for a pretty rough ride. What’s confusing to me is that most central heating and cooling systems in this country work almost exactly that way. When your thermostat calls for heating or cooling, your HVAC equipment goes full tilt until the set point is reached and then it shuts off, waiting for the next call from the thermostat.

On top of this, heating and cooling equipment is sized so it can keep the house warm or cool in the coldest or hottest periods, which is often only a few days or weeks a year. The result is a noisy HVAC system that in most conditions only runs for a few minutes at a time, making it difficult to maintain an even temperature and control humidity. Adding insult to injury, American HVAC systems are routinely two or three times bigger than load calculations call for, making the inherent comfort problems of on/off operation even worse.

New SEER standards in 2023

energyefficiency ratio (SEER)
Photo: courtesy of Rheem.

P.E. Cameron Prince, a product manager for Allied Air Enterprises, told me that we can expect to see more variable capacity equipment on the market because of new efficiency standards. The first standards of the National Appliance Energy Conservation Act, which specify the minimum efficiency requirements for central air-conditioning and heat-pump equipment, take effect in 2023.

The new rules require a minimum seasonal energyefficiency ratio (SEER) of 14 for residential systems in the northern part of the United States and up to 15 for the southern part of the U.S. In addition, the new standards require an increase in the heating seasonal performance factor (HSPF)—8.8 HSPF compared with the current standard 8.2 HSPF.

Variable-capacity equipment has higher SEER ratings and will likely get more common with the new rules, but it’s just one of several engineering options equipment manufacturers have at their disposal to increase efficiency.

New SEER standards in 2023 map and key

But there is a solution. It’s described as variable capacity, which means the HVAC appliance’s output is matched to the heating or cooling load automatically, contrasting with the on/off operation of single-stage and to a lesser extent two-stage equipment (which has two operating speeds). With variable-capacity heat pumps or air conditioners the equipment’s compressor runs at a slower speed for a longer time, which provides quieter operation, better humidity control, and greater efficiency.

Variable-capacity modulating boilers are well-known by plumbers and HVAC techs in heating climates, and ducted and ductless minisplits (see “Making Sense of Minisplits,” FHB #296), which are also variable-capacity systems, have become ubiquitous in both heating and cooling climates. But variable-capacity central equipment, which has been around for a decade now, is lesser known.

If you want one of these systems, you’ll have to do your homework, because HVAC contractors and manufactures sell a lot more entryand mid-level heating and cooling equipment, which seems to be their focus. According to a 2021 J.D. Power report on HVAC equipment, variable-capacity central equipment represents only about 5% of central HVAC equipment sales, so if you want better HVAC gear for your or your client’s house, this article is a good place to start.

Alternatives to antiquated and oversized HVAC systems

There is a solution. It’s described as variable capacity, which means the HVAC appliance’s output is matched to the heating or cooling load automatically, contrasting with the on/off operation of single-stage and to a lesser extent two-stage equipment (which has two operating speeds). With variable-capacity heat pumps or air conditioners, the equipment’s compressor runs at a slower speed for a longer time, which provides quieter operation, better humidity control, and greater efficiency.

Variable-capacity modulating boilers are well-known by plumbers and HVAC techs in heating climates, and ducted and ductless minisplits, which are also variable-capacity systems, have become ubiquitous in both heating and cooling climates. But variable-capacity central equipment, which has been around for a decade now, is lesser known.

If you want one of these systems, you’ll have to do your homework, because HVAC contractors and manufactures sell a lot more entry- and mid-level heating and cooling equipment, which seems to be their focus. According to a 2021 J.D. Power report on HVAC equipment, variable-capacity central equipment represents only about 5% of central HVAC equipment sales, so if you want better HVAC gear for your or your client’s house, this article is a good place to start.


HVAC terms to know

Understanding heating, cooling, and ventilation strategies involves industryspecific lingo. Specs among variable-capacity heat pumps and air conditioners vary widely. Understanding their differences starts with understanding the terms that describe their performance.

SEER, or seasonal energy-efficiency ratio, describes the cooling efficiency of central air conditioners and heat pumps in cooling mode. Higher numbers mean greater efficiency.

EER, or energy-efficiency ratio, compares the Btu per hour of cooling to the amount of electricity used to produce it. Higher numbers mean greater efficiency.

HSPF, or heating seasonal performance factor, describes a heat pump’s overall heating efficiency taking into account defrost cycles and the need for supplemental heat. Higher numbers mean greater efficiency.

Turn-down is defined inconsistently, but refers to the minimum capacity of a variablecapacity heating or cooling appliance. Variable-capacity central equipment turndown is generally between 30% and 70% of the equipment’s maximum output.

Sensible cooling is the load associated with making the building a comfortable temperature. Solar gain, heat generated from appliances, and air leakage are only a few of the factors affecting it.

Latent cooling is the load associated with dehumidification and the energy consumed in removing it from the air and waterabsorbing materials in the building and home furnishings.

Manual J is the Air Conditioning Contractors of America (ACCA) heat gain and loss calculation to determine the loads in a building. A building’s size, airtightness, insulation, and glazing are a few of the considerations.

Manual D is the ACCA method for calculating register number and sizes, duct layout and design, and airflow per room.

Short-cycling is when heating and cooling equipment runs for short periods of time, which hampers efficiency, reduces comfort, and reduces equipment life.

Commissioning is the setup of a new system, including adjusting blower speed, air delivery, and any other aspects of operation for maximum efficiency and comfort.


How variable capacity works

The secret behind variable-capacity central heat pumps and air conditioners is the inverter-controlled compressor that
can ramp up or slow down based on the heating or cooling load. The compressor is paired with a furnace or air handler equipped with a variable-speed blower and computer circuitry that work in tandem with the compressor to match the loads. Some systems use conventional thermostats; moresophisticated systems often use proprietary controls.

 

indoor air handler in heating mode
Drawing: Christopher Mills.

 

outdoor compressor
Reversing the cycle (right). During summer, a variable-capacity heat pump reverses the refrigeration cycle and works like a central air conditioner. Warm indoor air is blown over the coil and the compressed refrigerant absorbs heat as it changes from a liquid to a gas. The warmed refrigerant is returned to the outdoor unit where it is compressed and cooled again. Drawing: Christopher Mills.

The advantages of variable capacity HVAC units

As I mentioned earlier, common HVAC equipment is sized so it can handle the loads on the hottest or coldest days of the year. (When you add in safety factor and conservative load calculations, equipment is often sized at 20% to 30% over the peak load.) The rest of the season, it runs for a few minutes and then shuts off. Variable-capacity equipment has a compressor and control circuitry that can slow down the refrigeration cycle, so it runs for a longer time. (For this reason, these systems are also described as variable-speed.) The big difference among variable-capacity equipment is the “turn down ratio,” which is how much the system can throttle back. The most sophisticated variable-capacity central equipment can turn down to about 20% of its maximum capacity to better match the heating or cooling loads. Less-desirable equipment may turn down to as little as 70%. For comparison, some minisplits operate at less than 9% of their maximum capacity in low-load conditions. Turn-down means variable-capacity systems can offer the following advantages:

Better humidity control— If you’ve ever been in a building that feels cold and clammy on summer days, you’re experiencing overcooling without effective humidity control. This is a result of the conventional equipment running a short time and then shutting off, a condition known as short-cycling. Variable-capacity systems allow the equipment to run longer for better dehumidification.

Quieter operation— Inside, the system is running at a lower speed, so there’s no woosh of air rushing through the registers. The outdoor unit is quieter because it’s running slower too. Eric DeLuca, director of green building for Massey Berg LLC, a residential builder and remodeler in Minneapolis, has been enjoying his Bryant variable-capacity heat pump for more than a year now. He put it this way: “It’s so quiet, I often can’t tell it’s running until I put my hand above the outdoor unit and feel the hot air blowing out. When my neighbor’s singlespeed air conditioner roars on, I can hear it from inside my house.”

Better filtration— With a conventional system, the air is only filtered when the system is running, which in shoulder seasons may be a few minutes an hour or less. A variable-capacity system runs for much longer periods, so it’s filtering a greater percentage of the time.

Lasts longer— The longer lifespan of variable-speed equipment was explained to me by P.E. Mark Jussaume, whose day job is running the Boston office of SmithGroup, a 1200-employee architectural and engineering firm that specializes in the construction and renovation of buildings and outdoor spaces for government, medicine, and education. In 2019 he built his own high-performance house and wanted a similarly high-performance HVAC system. Mark told me that the variable-speed compressor and ECM (electronically commutated) blower on his Lennox gas furnace and XC25 air conditioner not only make his house quiet and comfortable, they should last longer than single-speed compressors and blowers. “Every time you start an electric motor you’re wearing it out, so when you’re running the system for long periods without constant starts and stops, it’s easier on the components and they last longer,” he said.

Reduced energy consumption— In a variable-speed system, fans and compressors run at reduced capacity for most of the year. A 20% reduction in speed results in a 50% reduction in energy consumption. According to Mark, his electric bill has been reduced by 30% due to his system’s ability to match the capacity to the load.

Why are these modern HVAC systems more efficient?

The big difference among variable-capacity HVAC equipment is the “turn-down ratio,” which is how much the system can throttle back. The most sophisticated variable-capacity central equipment can turn down to about 20% of its maximum capacity to better match the heating or cooling loads. Less-desirable equipment may turn down to as little as 70%. For comparison, some minisplits operate at less than 9% of their maximum capacity in low-load conditions. Turn-down means variable-capacity systems can offer the following advantages:

Better humidity control—If you’ve ever been in a building that feels cold and clammy on summer days, you’re experiencing overcooling without effective humidity control. This is a result of the conventional equipment running a short time and then shutting off, a condition known as short-cycling. Variable-capacity systems allow the equipment to run longer for better dehumidification.


What’s on the market?

Variable-capacity heat pumps and air-conditioners are available from all major heating and cooling equipment manufacturers. Typically only their higherend equipment is variable-capacity. In addition to providing greater comfort and efficiency, these appliances are quieter and have more features than mid-tier and entry-level equipment. Heat pumps, which heat and cool, are used in the middle and southern parts of the U.S., where subzero temperatures are rare. In northern climates, a variable-capacity air conditioner, which only cools, is usually paired with a gas-or propane-fueled forced-air furnace with a variable-speed blower, because central heat pumps stop making adequate heat at about 5°F.

Carrier Infinity 24 Heat Pump

Cooling SEER Up to 24 Cooling EER Up to 16

Heating HSPF Up to 13 Noise level 51 db

Carrier Infinity 24 Heat Pump
Photo: courtesy of the manufacturers.

Lennox XC25 Air Conditioner

Cooling SEER Up to 26

Cooling EER Up to 15.5

Noise level 59 db

Lennox XC25 Air Conditioner
Photo: courtesy of the manufacturers.

Allied Air Products Lynx Heat Pump

Cooling SEER Up to 18 Cooling EER Up to 11

Heating HSPF Up to 10 Noise level 60 db

Allied Air Products Lynx Heat Pump
Photo: courtesy of the manufacturers.

Rheem RP 20 Heat Pump

Cooling SEER Up to 20 Cooling EER Up to 14

Heating HSPF Up to 11.5 Noise level 59 db

Rheem RP 20 Heat Pump
Photo: courtesy of the manufacturers.

Trane XV20i Air Conditioner

Cooling SEER Up to 21 Cooling EER Up to 14

Noise level 43 db

Trane XV20i Air Conditioner
Photo: courtesy of the manufacturers.

Hi-tech HVAC for the rest of us

There’s a perception that variable-capacity equipment is the exclusive domain of high-end HVAC equipment, but that’s changing; you can often find variable-speed mid-tier equipment too. Cameron Prince, an engineer and product manager for Allied Air Enterprises, makers of Concord, Ducane, and Allied HVAC equipment, told me that they recently released their Lynx line of variable-capacity 18-SEER heat pumps and air conditioners. This equipment, which has all the advantages of more-expensive central equipment, uses mainstream 24v thermostats, which many people prefer to the sophisticated touchpads that advanced systems are often paired with. Some homeowners want to control and monitor their system from their smartphone or tablet. If you want this capability, make sure the system you’re considering is compatible. I asked Eric about the control app Bryant offers with their system. He said the original version was clunky and hard to figure out, but the recent version is more functional. Even the more affordable offerings in the variable capacity segment are built better than the “builder boxes,” as entry-level equipment is sometimes derisively described. Outdoor units generally have additional sound insulation and the cabinets are more rust-resistant. They have more sophisticated self-diagnostics for troubleshooting, and higher-end units can remind you when it’s time for filter changes and annual service. And Mark told me that in general, variable-speed equipment tends to be made of higher-quality components. One thing to keep in mind is that while you can often replace a failed outdoor unit and leave the indoor coil in place with a conventional system, variable-capacity compressors need a compatible air handler and sometimes a proprietary thermostat. As Eric put it, “You may also need the manufacturer’s own thermostat, not a Nest.”

Help for contractors

For a couple decades now, I’ve been critical of the HVAC industry. I feel most techs and business owners are poorly trained; despite decades of appeals by engineers and building scientists to do a better job right-sizing HVAC equipment and ductwork, they still rely on rule-of-thumb sizing and often do a bad job designing and installing ducts. A variable capacity heat pump or air-conditioning unit won’t help deeply flawed ductwork, but it can help with oversizing. Recent
Facebook comments made by an anonymous Florida HVAC contractor gave me a deeper understanding of the difficulties HVAC installers face when sizing equipment.

In response to other contractors with attitudes similar to mine, he
said that when he gets aggressive with Manual J calculations, equipment can end up undersized because of the building envelope, which is outside his control. This can happen when the framer leaves major air leaks that aren’t otherwise controlled or the insulation contractor misses part of the thermal boundary. On an especially hot day when the house won’t get below 80°F, the client isn’t going to call the general contractor or the insulation contractor, they’re going to call the HVAC contractor. If they can’t track down the offending envelope failure, they could be on the hook for bigger equipment to make the clients comfortable.

Variable-capacity central equipment gives contractors a cushion of extra capacity without the energy and comfort penalty of oversized conventional equipment. Recognizing this fact, manufacturers typically stick to full-ton increments of cooling for variable-capacity heat pumps and air conditioners, compared to the half-ton increments offered with single- and two-stage equipment. The variable capacity also allows contractors to match different heating and cooling loads.

In cooling climates, where the heating load may be half the cooling load, the system can match the actual loads without short-cycling. In heating climates that need less summertime cooling, variable-capacity systems can better match those lower loads too.

Some techs are resistant

Despite the advantages of variable-capacity equipment, you may have to interview a slew of prospective HVAC contractors to find one willing to step outside their comfort zone and install one of these systems. Mark and Eric told me that they went through a list of HVAC contractors before they found someone interested in installing the equipment they wanted. HVAC contractors are often hesitant to offer it. Cameron had the best explanation as to why that I’ve heard yet: “Since the beginning of air conditioning in the ’50s, the equipment has always been single stage, so it’s what contractors are familiar with, and in fairness to them it’s simple, reliable, and inexpensive.”

There’s also hesitation by some homeowners who may worry about the added complexity of these systems. In a switch from fossil fuels to a renewable-energy grid, heat pumps are part of the solution, and technological improvements make them practical for all but the coldest parts of the United States—but old perceptions persist. Eric told me that the contractor who installed his system was forced to deactivate the heating function on another customer’s variable-capacity central heat pump, because they “didn’t want to heat their house with an air conditioner.”

One of the things it’s smart to discuss with a potential HVAC dealer is the availability of spare parts for a variable-capacity system. The components inside one and two-stage central equipment in the entry and middle levels is pretty universal and spare parts are easy to find. When you move to variable-capacity systems, the components are more proprietary and parts can take longer to get, which can be a real problem during a heat wave or cold snap.

Phillip Oglesby, who’s in charge of training and customer education at Rheem, says that once HVAC techs have one or two variablecapacity installations under their belt, he expects they’ll find the technology way less scary. He says his company has been working hard to train its dealers on the advantages of variable-capacity systems, offering in- person and online training. I think as more contractors get comfortable with the equipment, we’ll see it more and more.

– Patrick McCombe is a senior editor.

Drawings: Christopher Mills

High-Tech Heating and Cooling spread
Appears in Fine Homebuilding #302 titled “High-Tech Heating and Cooling”

To read the entire article, please click the View PDF button below.


  • Understanding Heating and Cooling Equipment Terminology
  • Increased Heating and Cooling Efficiency in 2023
  • Energy-Smart HVAC
  • All About HVAC
View PDF
Previous: High-Performance HVAC Next: Energy-Smart HVAC

Guide

Energy Retrofit

Chapter

HVAC Systems and Water Heaters

Sign up for eletters today and get the latest how-to from Fine Homebuilding, plus special offers.

Signing you up...

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.
See all newsletters
See all newsletters

Log in or create an account to post a comment.

Sign up Log in

Become a member and get full access to FineHomebuilding.com

Energy Retrofit

Energy Retrofit

Trusted, comprehensive guidance from the pros for making energy-efficient updates to any home

View Project Guide

View All Project Guides »

Become a member and get unlimited site access, including the Energy Retrofit Project Guide.

Start Free Trial

Energy Efficiency
  • Understanding Energy Efficiency
  • Net-Zero & Passive Houses
HVAC Systems and Water Heaters
  • Heating and Cooling Systems
  • Ventilation and Dehumidification for Good Air Quality
  • Water Heaters
  • Heat Pump HVAC
  • Minisplits
Air-Sealing and Insulation
  • Air-Sealing
  • Insulation
Solar Power and Electrification
  • Solar Power
  • Energy Storage Options
  • All-Electric Homes
Deep Energy Retrofits
  • Deep Energy Retrofits 101
  • Featured Deep Energy Retrofits
Energy-Efficient Houses
  • Energy-Efficient Houses

Fine Home Building

Newsletter Sign-up

  • Fine Homebuilding

    Home building tips, offers, and expert advice in your inbox.

  • Green Building Advisor

    Building science and energy efficiency advice, plus special offers, in your inbox.

  • Old House Journal

    Repair, renovation, and restoration tips, plus special offers, in your inbox.

Signing you up...

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.
See all newsletters

Follow

  • Fine Homebuilding

    Dig into cutting-edge approaches and decades of proven solutions with total access to our experts and tradespeople.

    Start Free Trial Now
    • Facebook
    • Instagram
    • X
    • LinkedIn
  • GBA Prime

    Get instant access to the latest developments in green building, research, and reports from the field.

    Start Free Trial Now
    • Facebook
    • YouTube
  • Old House Journal

    Learn how to restore, repair, update, and decorate your home.

    Subscribe Now
    • Facebook
    • Instagram
    • X
  • Fine Homebuilding

    Dig into cutting-edge approaches and decades of proven solutions with total access to our experts and tradespeople.

    Start Free Trial Now
    • Facebook
    • Instagram
    • X
    • LinkedIn
  • GBA Prime

    Get instant access to the latest developments in green building, research, and reports from the field.

    Start Free Trial Now
    • Facebook
    • YouTube
  • Old House Journal

    Learn how to restore, repair, update, and decorate your home.

    Subscribe Now
    • Facebook
    • Instagram
    • X

Membership & Magazine

  • Online Archive
  • Start Free Trial
  • Magazine Subscription
  • Magazine Renewal
  • Gift a Subscription
  • Customer Support
  • Privacy Preferences
  • About
  • Contact
  • Advertise
  • Careers
  • Terms of Use
  • Site Map
  • Do not sell or share my information
  • Privacy Policy
  • Accessibility
  • California Privacy Rights

© 2025 Active Interest Media. All rights reserved.

Fine Homebuilding receives a commission for items purchased through links on this site, including Amazon Associates and other affiliate advertising programs.

  • Home Group
  • Antique Trader
  • Arts & Crafts Homes
  • Bank Note Reporter
  • Cabin Life
  • Cuisine at Home
  • Fine Gardening
  • Fine Woodworking
  • Green Building Advisor
  • Garden Gate
  • Horticulture
  • Keep Craft Alive
  • Log Home Living
  • Military Trader/Vehicles
  • Numismatic News
  • Numismaster
  • Old Cars Weekly
  • Old House Journal
  • Period Homes
  • Popular Woodworking
  • Script
  • ShopNotes
  • Sports Collectors Digest
  • Threads
  • Timber Home Living
  • Traditional Building
  • Woodsmith
  • World Coin News
  • Writer's Digest
Active Interest Media logo
X
X
This is a dialog window which overlays the main content of the page. The modal window is a 'site map' of the most critical areas of the site. Pressing the Escape (ESC) button will close the modal and bring you back to where you were on the page.

Main Menu

  • How-To
  • Design
  • Tools & Materials
  • Video
  • Blogs
  • Forum
  • Project Guides
  • Reader Projects
  • Magazine
  • Members
  • FHB House

Podcasts

  • FHB Podcast
  • ProTalk

Webinars

  • Upcoming and On-Demand

Podcasts

  • FHB Podcast
  • ProTalk

Webinars

  • Upcoming and On-Demand

Popular Topics

  • Kitchens
  • Business
  • Bedrooms
  • Roofs
  • Architecture and Design
  • Green Building
  • Decks
  • Framing
  • Safety
  • Remodeling
  • Bathrooms
  • Windows
  • Tilework
  • Ceilings
  • HVAC

Magazine

  • Current Issue
  • Past Issues
  • Magazine Index
  • Subscribe
  • Online Archive
  • Author Guidelines

All Access

  • Member Home
  • Start Free Trial
  • Gift Membership

Online Learning

  • Courses
  • Project Guides
  • Reader Projects
  • Podcast

More

  • FHB Ambassadors
  • FHB House
  • Customer Support

Account

  • Log In
  • Join

Newsletter

Get home building tips, offers, and expert advice in your inbox

Signing you up...

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.
See all newsletters
See all newsletters

Follow

  • X
  • YouTube
  • instagram
  • facebook
  • pinterest
  • Tiktok

Join All Access

Become a member and get instant access to thousands of videos, how-tos, tool reviews, and design features.

Start Your Free Trial

Subscribe

FHB Magazine

Start your subscription today and save up to 81%

Subscribe

This is your last free article.

Don't miss another expert tip or technique from building pros. Start your free trial today.

Start your FREE trial

Already a member? Log in

We hope you’ve enjoyed your free articles. To keep reading, become a member today.

Get complete site access to expert advice, how-to videos, Code Check, and more, plus the print magazine.

Start your FREE trial

Already a member? Log in

Privacy Policy Update

We use cookies, pixels, script and other tracking technologies to analyze and improve our service, to improve and personalize content, and for advertising to you. We also share information about your use of our site with third-party social media, advertising and analytics partners. You can view our Privacy Policy here and our Terms of Use here.

Cookies

Analytics

These cookies help us track site metrics to improve our sites and provide a better user experience.

Advertising/Social Media

These cookies are used to serve advertisements aligned with your interests.

Essential

These cookies are required to provide basic functions like page navigation and access to secure areas of the website.

Delete My Data

Delete all cookies and associated data